{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yaml\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "\n",
    "from tensorflow_tts.inference import AutoConfig\n",
    "from tensorflow_tts.inference import TFAutoModel\n",
    "from tensorflow_tts.inference import AutoProcessor\n",
    "\n",
    "import IPython.display as ipd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "processor = AutoProcessor.from_pretrained(\"../tensorflow_tts/processor/pretrained/ljspeech_mapper.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"i love you so much.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "config = AutoConfig.from_pretrained(\"../examples/tacotron2/conf/tacotron2.v1.yaml\")\n",
    "tacotron2 = TFAutoModel.from_pretrained(\n",
    "    config=config, \n",
    "    pretrained_path=None,\n",
    "    is_build=True,\n",
    "    name=\"tacotron2\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "tacotron2.setup_window(win_front=6, win_back=6)\n",
    "tacotron2.setup_maximum_iterations(3000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save to Pb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "decoder_output, mel_outputs, stop_token_prediction, alignment_history = tacotron2.inference(\n",
    "        input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "        input_lengths=tf.convert_to_tensor([len(input_ids)], tf.int32),\n",
    "        speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "tacotron2.load_weights(\"../examples/tacotron2/checkpoints/model-120000.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Skipping full serialization of Keras layer <tensorflow_tts.models.tacotron2.TFTacotronLocationSensitiveAttention object at 0x7efbf375d1d0>, because it is not built.\n",
      "WARNING:tensorflow:From /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Model.state_updates (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "This property should not be used in TensorFlow 2.0, as updates are applied automatically.\n",
      "WARNING:tensorflow:From /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Layer.updates (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "This property should not be used in TensorFlow 2.0, as updates are applied automatically.\n",
      "INFO:tensorflow:Assets written to: ./test_saved/assets\n"
     ]
    }
   ],
   "source": [
    "# save model into pb and do inference. Note that signatures should be a tf.function with input_signatures.\n",
    "tf.saved_model.save(tacotron2, \"./test_saved\", signatures=tacotron2.inference)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load and Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._2_layer_call_and_return_conditional_losses_10690) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._1_layer_call_and_return_conditional_losses_31114) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._3_layer_call_and_return_conditional_losses_31344) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._3_layer_call_and_return_conditional_losses_17482) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._2_layer_call_and_return_conditional_losses_31229) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._3_layer_call_and_return_conditional_losses_10896) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._1_layer_call_and_return_conditional_losses_17070) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._2_layer_call_and_return_conditional_losses_30654) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._1_layer_call_and_return_conditional_losses_30539) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._0_layer_call_and_return_conditional_losses_30999) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._4_layer_call_and_return_conditional_losses_17688) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._3_layer_call_and_return_conditional_losses_30769) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._2_layer_call_and_return_conditional_losses_17276) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._4_layer_call_and_return_conditional_losses_30884) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._4_layer_call_and_return_conditional_losses_31459) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._4_layer_call_and_return_conditional_losses_11102) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._0_layer_call_and_return_conditional_losses_10278) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._0_layer_call_and_return_conditional_losses_16864) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._0_layer_call_and_return_conditional_losses_30424) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._1_layer_call_and_return_conditional_losses_10484) with ops with custom gradients. Will likely fail if a gradient is requested.\n"
     ]
    }
   ],
   "source": [
    "tacotron2 = tf.saved_model.load(\"./test_saved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"Unless you work on a ship, it's unlikely that you use the word boatswain in everyday conversation, so it's understandably a tricky one. The word - which refers to a petty officer in charge of hull maintenance is not pronounced boats-wain Rather, it's bo-sun to reflect the salty pronunciation of sailors, as The Free Dictionary explains.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "decoder_output, mel_outputs, stop_token_prediction, alignment_history = tacotron2.inference(\n",
    "        tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "        tf.convert_to_tensor([len(input_ids)], tf.int32),\n",
    "        tf.convert_to_tensor([0], dtype=tf.int32)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_title(f'Alignment steps')\n",
    "im = ax.imshow(\n",
    "    alignment_history[0].numpy(),\n",
    "    aspect='auto',\n",
    "    origin='lower',\n",
    "    interpolation='none')\n",
    "fig.colorbar(im, ax=ax)\n",
    "xlabel = 'Decoder timestep'\n",
    "plt.xlabel(xlabel)\n",
    "plt.ylabel('Encoder timestep')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_outputs = tf.reshape(mel_outputs, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_outputs), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let inference other input to check dynamic shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"The Commission further recommends that the Secret Service coordinate its planning as closely as possible with all of the Federal agencies from which it receives information.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "decoder_output, mel_outputs, stop_token_prediction, alignment_history = tacotron2.inference(\n",
    "        tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "        tf.convert_to_tensor([len(input_ids)], tf.int32),\n",
    "        tf.convert_to_tensor([0], dtype=tf.int32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_title(f'Alignment steps')\n",
    "im = ax.imshow(\n",
    "    alignment_history[0].numpy(),\n",
    "    aspect='auto',\n",
    "    origin='lower',\n",
    "    interpolation='none')\n",
    "fig.colorbar(im, ax=ax)\n",
    "xlabel = 'Decoder timestep'\n",
    "plt.xlabel(xlabel)\n",
    "plt.ylabel('Encoder timestep')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6QyR+uiVshXvfV2g2mbsPBTYfhnxRUK9cvW/DT/vA93E/7nklbijq+ET3iL/6zod5fnNBvovIKIStwyXoX8m2yIvdSMlmGNQr8dazeCIs39V50ooqaSHs3i+URnnwXWY8br8WpAj3v6eweJ7xXcGNxR5CdXzywnN4JdLfs82ivVUWz0Zcb7P6+kcs6R8Kq7eUq091tgnWMdyPSFLiZkRSQb1DvRyNadHj5ivQPW558k2Byx//hK+9/5SPrp8SJVMQ3u6vOOTIZ3f3efv2ksNnL3C9I+4E10N7o4QDLK4zcZvNwOQC1aCZgahf7IT+YUN/5ShByAtzItu7wvrTO9QJn/gXLxivCq535HXm/R99yi96829w6cywDOoZNTCqx4ny+z75E3m+WVOKkJOnPG3xnRA3QtzA4rnaQssQD+Zo7l91hL2d0pOflPm5P/5v8mrcEF3i/fGGUT1/4DM/kU8/ecB4iDA4/M7hBqG5ERbPlNApvrcNyiVFRXjyC/f8hDc+ydesnvK5/h6f2DziYx9/Hek8zY0zBzocF/7imRJ3sHiekaz4vpgjVJ2mEh25FUoUlk8Gu6e+Gvt5U7b55sZCieZRqHfmmDSO7mFk95pn+yEl3cvc+3uBuFVWTzIlCuNSWL894rvM2z9xxevf+in+qYefAuBPfeJHsn3ngnDnkQTp/QPLy45x9Iz7hvYzkbgVC2TGFx2GEqF4+/u9TySa28TmzZb+njDch7CHV75jwO8Tw/2G3ev2Hc220D1wfOB/8f386Huf5c32GQB/8p0fw8fefsx4s8Bv7VmktVmv9rnHHyBuzZCu3s1Hh6PO9U/9LMf9D9/wE1//JJeh454/sPI9fYn8+Sdfx2dv77F9d42MDnewZ7V4JsSd0twd57Jk27A/862Fr//az/KTH30fKzfwF559Hd/x3W8gg8PvHSoQ9kLYQ3On5ij34EfFD3aMm496fti/+D18cHXDB9obWjdS1PF9h8f8uU/+MA5PVriDI24cGpTFE6G9UZptwSXF9YrLWs+pGvOsR8dJFUllXnun65CiaPRs3lzw5MdBc+3wA2y/ZsTtPZff72hulXvfe7BjCiAWABXvQCAt6wY5BQTJzkMUfJ/J0TFehtnWTMHiuHa8881mE8PeEXbCeKGkV4c5+KXaVpwFRs1nI82d1IAD1m/l2fEKh0LcJVs39XzUid2XVKqzLfNakaLcfu2K/WuO/sGLttDWD8RbwQ+w+caBh4/v2Hct/VsrpAiLdxztjbJ6Unj7fzrw4z78Sb7tlb/Fwo1ESYwa6Erku7vX+ROf/FHc3q4oo4ehOmC9s7lebYLLUALsf/SBn/8jv50PtNc8DncA/MXbH8HfevYBPve5hzBKDf4Ft/WsP+OIW2XxvNRApZgjIFAac4biNlGiY/da5PDYrunqE4nPfovj6uuuef/VHZ+6uc/mekX7qRbJsH5LaTZKc1sD6awWAEXhE9/mePjBG37GBz/Gm+0zvrH9LAsZ2WnDpizZlZa/ePt1/N3nr/Pk+hJVIQ/moDE4ZHDmmO+F5k5Yf65w88McH/gpn+Gjl8+4H/d8/+4R3/5dHyE+DYS9sP6MEve2bhAYLhzdQ2G4Z/t/e62s3xpsTdR99HTeT45+/6ile+DZfsBsR1rZemhubT9wP+WaH/u+z8wOYVYhSmGXG/76934YrhvC3vaWcIDlu4XQK+FQkKSzQ+VyqYHB5Ngqb//kNd/5H/7qL9ja6gfjQH2WF9sEfJBjO4F5qOrvAn4XwPL1N9QfbOKFneKHYk69U5y3GycyXYxNTvXm9cet4DvP8Epm2Yy0bmTlBi5dB8CFv8A7QzumLl8azGfCYQu6yDFomf6dN48p+lX8aEajvAu5FcKhkBbQbBz+AL6vHnUUNPjZwBla5nBJabaAQnNnk7k0vhoI2yAAcuuRKXo7DeKim50nnTbe+oD1JKLMjZAbZd0MPGz2vN7ccOkOdNpw4Tu2eWHfrcKn9g2595SVRwYhXQj+IIzrwOLaHE3f20Ke7oUb7ZmoQFrYhG52Bd3bhudGJS8jqBr65OpzK4IXZZsXjOrxKKN6ugrL3Qt7VnHkWpQ0BDQfM8lTlCg1enYTgoOhOiXobKBTsY1gLIHn6YJRPWP2OF8QXwwxC+aElQbSsjrOYk5y6Oy+hlBY+pGV73kUd1y3K/xFIgdl1EBpj+iEE0OGclTyQpAyRWbHaN+iRvtMbj2S1CJ6L+a0ebFNq6JPWh2oEh2S1RywRshLyMsCbSY3AVkIw6UjLQx5jIdA9BadJXXsS0OUTPTZDDbHue99oRRHckqJMK5rlJjsnsedzkjfMVIU8sJTgq2Hi0/bv+qE0tq99z3EfaG5SaRlg6s3atT6bLJHizPHcYK5vFaUTXEV7QBD3UTtdVFbX3izCUs38DDsWLlhPnZwBScKwRp74hTRip6cgBMTYioK0mRWYTiitSh4Rb3OnzlFf6bf69sp3ubSKow2Z9xAlMReW0PIggVrGpXcVjsRqi1zQvFAgyEHk81RrciBzkGwxBN2xeR0z8id0t5lwjaiocY8NSCcwA6NhupPm5BF8pOjXo8zHXdCpSqqqMHVtajz+zUYEoCAhnqexb7ThWonJvs621gFV9HMveLGk2esWtenexGgCYIIiDtx8qapPBbiTmmfK76v97J+lxvM+XcJ8gLEFxYxkbKn93aeeamkQRjWjtgkln4EIBuMBsDCjdwLe5bNyO303cWQLdebIxgO4KeOgAqhyVz4nkt34KruR+vQswiJuBzJ0dm9UUEbx3gxoYDVIdvJjEapq/MieVxWQq9INjuWW3Ne25i4ih2LmNg3hbSytTteVKQlOXNSh4o8h+O+F+WYqcgIWR1REmsHV6HjIg4884bcaQmWoekcYW/XH7fVVhR7vkEK0WWcKAufkDaTWw9q9naaY+ogLWwdWJA5ZZYc6tWeezk6MSU6NAhuKPi+0GyEsPdmY+t8DzubW6t24JVmixOlqFDqQnaitMuR7uDJ6uv3igX5B1sbbtSKfGtFHHV+FqeZoC80fjAO1N8AfpiIfARznH4BpmL7RYcbIe7NM3VjjcyD4mqKQbXe9GIXO64cJQrNbYVeH0Hj7YFFl1g4WwTTQ3S+mOGgwrxFzHmanKg8GRStRqdG3PloMFxS3KCE3oxO6App4QlbWFwXwqFO9lBBw8lwVCM9Raqiiu8yuT0aw8l42fcKUiMsmIyHkNVeO0WoXVIK7hht1clQIlw2PffjnrXrWbgRr8pCBhaS6BaRoQSeXa4Y2kAaAyULw4VHBkdeOkp0+E6JO1u0ltJU3GiLWcWM57SRuqTkxlEayK17Ie3iBpBB2A2Rj+9fteeCMqpjl1pal3jY7DiMkTR6ymDpNlchaD8cN2kpWlMfE5Kgx3uShUOOBh2r5zYv2eQFRQXvC+IVYkEXkIMDdUg2SDzEmk5RW4DeFbyobc4+sA4Dy1XPEAKDU0rrkbE6Sq3gks1Jl12dMzX9eAIHn6ZtS6zRlIMihvzIdH11Y3PZoGwVM5T2A9oWS0VEMzqpFca1oYA5Ct6b0exTYJdaostoNSAqx01SVXDOHEsESmP30h8Ef/I+KeBUKY09c8lCbsyZau8McVNvkH9uhRzBn6CkQ/HcpQVRLikIhxQpxY7jarrJnFhzutVVSL2cOC7VybXnDCl7RvVkdWSETXXMj5POFp5W58bmpZAWzA64L4KK4oISXLFjqWMoNd1br92cELueEmxRS2J2Mmwjg6toaFjrRjw2B5N6m57eHKjSmN2Z7mWO5jCWIPhRj+kEBEQo7jhnppQ3YE7khHACLueKVENa1dTE6JB0fO659fMGcOpMTsOu1e6zoz6Hof6tmqspba1i8zGtZLabLxzLVRN2kgY9/VI3wuJa5/Rt8TWVh22UcxqlmFOFiDnE0xyov2uwDa/dFKS4F8417gxpyfXZi1OiK3hnWQucOYcl2vMTUbIKN3llTjjMaed+4l9M1zelrxTcaGlSlycnQpC6F/l6nIzgsXSzr85lzg7N1ZFrKxqV7Fhjqfdj3kMEyQ6tKfopfZUWhmQ5sZ/GZ5wr5GjPJC0ESULqbP56ZzbVkPHClLkd1fNuvqSRbNeP2b8X1pRNQktFZ3C9oTfNnc6o9fT2PgeWztG6hPM27zMwXsqcDhadHEDbe0uQef9wo12PqqLOzem7tHI4L4RDJgIue1vjLXNQURrm++4pRGdO1L40JHU4VyAqJRekpmTz0u5PHu3e2PlJteWCBn0Rifoi4x/YgVLVJCL/BvCfYzIGv0dVv/Mf9HjncR7ncR7ncR7ncR7/pIwfFAdKVf801mvpy3u/GLwaOo4RnXdIm/Eh41xFoiqBe1xNaRBm/gpSSdLq2eeWzkeiJLI6igrO6QvfJxW+f5EQxxHJCQZxThyJCeUQBX8wN7dU+FpU8aNWz9sQIin6Qi2jwpzfn1Ng/iTCnVIW+vmpgiltFm960mVDbtwxinQTknYCyUdBo3IVOx6GHYMGbsYVo3pDnzTYPUGNIFkELVjEPSNxBqtKrOkxDBkp3m6gRRoyRwwTDNrfc8YnOpQaydZbUhE/VWGXmhlWTeq47le0PnHIkcMYKMXNvDQ3yEwAdenkZoqlT2xOSIVY7bXgMq+EDQAZR5RMGxJNyLAcyNkx+kBJjkxgUOOL4KR+n93zZTPSuESUzKiePh+XhXhFY0Glpj8aZUyGKIUDeJEZcZxJpvWZ+cH4TSqGVhpZVyfe/DSFjPfQKb6m93Jj6ElumQsnSpyQlVpQMc8Zux+p2PzvcyCVSn51OkfIAM7pvB7CzuahH7BUjFhkp4PMBNmJ1D2lQocLhx+UuDO+Qokyp6Unov0hRW7GJQB9CYxlgjOOa1DrGi01snYJ/AhhX0grR/GCn3gJvaMfApu0YOlHCjW6rNd7fFAW3RdvKISkmi5AKn+pVDKzfXevgbF4xlILGaaHIfU9NRVYoqVXplTwlG66GxfchqWh4JIsfVz8nNqa1rukF+eE2QPqugSdCL8T9UCYuU6iLyJP9jZD7UWNx2goMbiuFt9USkJuDfGbiM4ohC5bxB0sxWIp8Zo2UnsW+sJzqqklZ+dQ/BGptJQ/uCSkicRfyfOzYZvSyAqLZyM4oXsYZtQImFM3OplROf7thYdLRcvGgktm+3JzRNzmY04pzIoqTmjslIXQ6UeFLkdu84ooGSeFUTylpsJzmdJuNq/m1LBTS9GLzPuRqtCXyK5WGWUV+hIoJ1Cd1sKmF8bpvlT3Q6kotKHWdVooZF/3gPqB6CxV73wh1X1htg/RUCMJzOsSr3hX5vTdqIFG8kyrcKLsUmuI7HRKXtFsKX8NWikl1WSn4z0f1ZFxVlDhM7nSLMYLsxHF21ycSOCST1J7vgKQxfYO9cdbMq2b+HwPzhE+GBkuhby2NF862LkO2VDv1iXaunkccpztuLiaonfT/DKbNtGHtBZFqJ+eiSGY7wndvjT+oZPIT4d66B/qnMcMB2cZvKYnxkwTEqrCuDDDkBc11SJGWF48G5nK24qKGS31ZByj+tlJmA3YNEG1/u1ksk7vcYNYNeCoL05mzwztl2jplLS0yeD7l2DsqdpmOuaotM865DBSVpG0mvJ2OnNlZufppOJmSmdILvMGO3FpXiCSu+m8oCwKr7V3vBZv2eQFt8kcKB92ANU4KDk7SvaUzvLafueQUYh3Rpj1g5H9XDrC0xO5boJqi5eZCzJXLNV/80LhcmTohXKRuLfseKXdUtTRl0BSR5cjjTPuwdWipxsi+/6YQpkX6TTRoy0oV9NnecGxStHB0o88CltW0nPlOu7igm9fvEmXAiKRQQKp5re1plU0H51Z43PAuhl4NW64cgeeyiXBZSO3Z4cmB8nSfypqDuKJcX/B0E/GinoNe+rOcKysPOXZTCTiybEeL8Ixbd1ITT3UFEkNKtLaHITZycQ29qJi563OUhLVMKiYIbS0le0ukiFujlzE0Nmzz63M3Lbp2dvxFXdSHXpKfF49KbTPBlwqSN14hhIo6vCiLELC+2KFUCecFU7mPKVy6oaCi1J5MlPqTOdMzuQwRckUEZzYpuBC5WyEKXUGZRTj5U2Vb8m+33tLrUTJ4KD1yTb6opSoxw12Otf6TIsXfK1wkhGe9yucFFJxLP1ojnfxpORhtLXlD3a+fqg/I8eqszldc7yncnK/ofJBbDYd/60OrRsL67cz+8d+NvxS54KonlQi2oY8XnimCq/cTE6/4nINHqfPJdv2Z4dfzbl0SQmd8WBKFEtl1aqm46Senu3RiZrSbC4rbpeQex7HsUJ6rmCdDlN92ZlMXtN60zrzfUFSYaFWbJEWUlOtzIGcBc46Bw4TF2uab+ptn0jVuXd1PkTJeBl5EITLtuepV/KJY6bVUckL4+9QU7reF7oS2ZeGhQzz9Ux8wFJPar5Ux8wNe6FwbFoTUlOlWqklA7g4VazZe4IY/0/keDyd+E6nh5zsqTPOYJTM2vXc9zvWMrDzrRX2UFiHnmUY8b7gnJBPuG154WuRiaW6puNGn7kIA6/ELXvXsFyMjKFBcaRLpbTmMPmeuRK1CMfK93q9lb/Dy0MUZN8jKfPw7wVWTxY8T4G0tM+XCCm7mQ8b5w3qpYPU+6swU4REdXZQJ1/h1O691/m8PL6qDhQO8rowJqvgKAFcEGLMXCyMdKcq9O2KcrCVpGKkvXAo+C7hDy1dMgMN0GnEq9KXwJA8afRWLp1PUIZ0UuA4Ga5sBsL3VrHjD4XJUlt1kqEHOUrNfTNXbsVtqpFc3Ywrz+K0is9db5FDD+4KNzQnzpydhpHJy5F7oorzQv8g0N+/YFw742Ylc+6au4wr03dg0gAOaIwAHSXxPF1wnVYMJcwGYVRPlwNDH8mdRzqrhIobZ9V411a54QfbSOcS6ylqLooUR4hHsi9qxGGLQvMcITeLkf7C41eJe03Hg7gnq2ObW4YSrLzdJV5pt2xSy+1hwV45omEnm+vEvULNcJRofBsUtAcqsnWXFzhfeFW2LPyWy9AjQD8GxiGQDwGmCq2DbWqhVn3FnTkN6zjwMGxZuZ5L33ERDL0qo4PeNkNzkJ1VCu4E351UZ406V46dloi7XECc2YYJ8ayl4ZLr4k1WKaNe6B74ucwXNecepRZGVPJ2ldZwQ3VsKpdGVRiKoSopm9PneuNY4AsxZEhWATnd06mS0g9Hkrt9rxL3iRydoXUJVJXFdSVej8bVKYPQPhuIz3bke4Y6HcZIlyKlEZZuIDgrD38ZBRaVmcCOGBo1XvkqN6FzUFJaZbXouQwdKz/Mjs9EFlU9RY7qJsdxPk0/49r4LzEeDaxDWfjR5l85erYa7D5PXI+ZgF7Xn0uGtG3HFi/KshiCmYrZHxkcvhfC3mQopiBkXFrRQTyU+Ton3uVUCTfbEzhWJH2e7QL1jrDPSDH5kNLYMyyNORRTZZNk45sMF47+ys0VcIbK1esZmN/vhlp8MfH3mskJtJsQDo68nNA55rJy57XWCdQbfsKVKg309yOL52Zj1Nd5m46cr3rr656lc/WdS8aNnWxsaRzipdpgcOtAic6C2xNHytWgIfhiDoZMjqp9V84W0OUTOKyosPYjXsosCTLtFTIaZ2nan6eApgRoY8LXAzfV7i79aDyrLJVcb86OTvzc+TbpcfPO1bYzZUOOc8QNE29O5rmfizN+YTruc65ySCeJAJXKpy2GMlnFYSYyIVGeQQP+JCocB8sOGD/V7l2Jak4jMsvBIHARex43G16Nd9y6paH/LwWZLjNnDQwdVVySWQ5onqtTBqjOo7yEce1xbzzA70b8sy3r5zvi5h79w8jhoaN/YM/ciRLrMwiuEEuh9eZPaHZWpTvKjJz6XmdJiwlpl6kydrLN/5BJ5D/wkcHvzbBP5bWo4pziRVnHgVwc101Bg5snq2Sle+Dp762MhFeOk36fWyOr5kg/BspYb1Yy50gSjFnmyh87nhx/r0bc9yeSBAAKuzeWdA+E5dNCPFjV1bRIfZ/Rusamkv8JbpdcoG3IlyuGRwtbCH0+OmIzDK64IR83loVn84a3aoXGziF0leg7WLm8GzJUIjIABW7GFZ8bH/C5/j5PhzX71JBVaF3iZlzy9u6KfBdxfXUiOiPlh4OyuFbiLtdFWqpTp8fosJZNW5WQp7/nZj2mdlNMnqEocdvSb1tIQkmOLgeuxxVFnaXscmSfGpKz/3c5su8aZOfxB0fc2MJcPLcUkRSsSqtuNBMB0SokQQbH290VHwuvs3Aj3SJy3+1NxykFukND2Qfc3gjg4WCVnGEP7W0x9OVQUOcIksm4SigtLN1AqejTtBlqhXTDXmhujLTabMz5CLs8lwxLsSo6UYWs+GSTWIPB/qWpVUdJcbnYXKGSns0HMbTCKX4QSIK4cozOMWMUDkrYF8J+JO4btl3D53b3bC1sW8Kdp7m1e9rVMHoyvEErzF9MriMthXEl5EVF/HpP6AKLm0Lc5nm+hl2e5x+qpKVnvBcZ792v61PQ5Dkke94OJRVH6j3h4AhdlU4Y7B74gz0PddA/cPT3HYvrQtwXezZe0KZwf9nxKO649FbhNKHOfQ7zmidNqIdtdL6vBQnZyLX9I0ORHdDlwG1azuRh6bw5m4MZ7QmByo05K3FXi16Spe99b2mDLkdCMv2bdeithDqb7XH1+9OFktYWbOVoa3/5rmP1LOPGgj9kZmT6ZM2ZnTrZhU4q8SQrpfEcXl0xXFWnoVE0qBFvUy1UyGZfSggcXrOAdULUpGpG+R6ajZoteDZFc4ZYpdYcydAp7W1GnXKqOzWKOW7OG9rjYrEiiVJTIAK5UYYruPuQp7+3ODrhfcGPpVaoytHuerGyQhFbR0Vn2wlwuN+SG6G5s4rVtPKUKAy1sGIi+ot7yfnMk3NR79/guesX3OalIUe1GGnUQJREcNk0nAaH6yriNlhQ4wdz+MHu5bod5oA144jk+Xh59JTkEGcFDLmv+01na9gPdn/nise6tYXD0QF2qQYWg+IGRy6OUZ2lsbObgYLQWbVjPOgc5MyUkeQYi8PVxWzSBQ1P0iV9sbW6GRemgVclYFx3Wh1d04K1yMjQMOEy9NzzhxkdtuBNcIOBJG4Q4p1dZ4mQVjWzlOxZmRTQiYzBtBcWZf+ayQFt3ljgu5bV0xXxLhHvBhZZUWlIK19J/JnWjQRX8BRaN3LIseqAmVaW6U5aBmmSszmi7TrLdZgTddwHv9j4qjpQbjSdjtIqaSWk1tCfvovsfWYdB4oKssjkhWHo6oS0htuvU8qy4NYjbUgU5IU03lCCRaOjbXhuNCNmNlWP0Vv12Ke/zcJgfcZ1FVN0MDxa8vzrHeNVwfcO3yuHV6F77BguWkspPk/4Q7KHX6NFq2Dy3PyoBxwemtjdve/PtNcQN8NcvWAVbQV3SEipm+jrC7ZvFhM+rFGFelejCDt/d0izo+bGJYyOT+weMqrjSXfBdb9iyCaiufAjz7o1z7cr4o3Hd+ZIhD0snhXiodDcJlyXbcKMBcn5GBWWYg7UItoGsHTcfchTWhN25C3H6nPghkzYCuMmoLFAEd7dXtD4bPyn4uhSZD/G+W9P9muGQ8TvXUUBwR8M5Qg721zSOqAC3QNP98DN4nl+gLBzvL27smoUZxyUV+MdqXgOQ6Rs6rH3tqGGAzQ3SrNVmjvTbUpLx7g25OY6rbllNUeSOVXjOViklBsxespglSjNtt67rITtCKnYcxRhfN+a8cJ4SOtP75GxUJbBfHbhmIbMiusTpWln3ahZTLJudJZ2OXH4s83ZuDMk1G962tslT+4WPG1XAOguEO/MSfaDclAhZccwBnIXiFkYriyQ6B5WGYS1UmoKbEK/rr7PsarnUSIM90LV6RqgFDS03L4RGS+wUuoCLnnuhpZlWJEbYTc0cPCmrbSrzkmwCLW5g7hR+gdC/9C4FmnpWDwX/KFU/o3Q+jRD812JPB0v2KWWu25Bf4jILhjK7BXfuRkdDJ2hL+OVsPtgRqPSjJ7rfsXCG1/iul8R7gxZtDJ7u78TX3NKvcWdrYu09ISDsulacjEnLrpMFwNdjpTes9g4wtaurXts9yY3oFWIVJ9b4Bb2Gb8fbL1N82caIrb+pvRGrsFd8Eg/og/W3H7ESrN9z4zq5dbKxU0qwwIuWQYOj5XSFpN3aWtkOjpc72iuHXErIJHmNqNB2L3PMdyzt7XPZF4zlrYTStQZgRE9nmYtKLQUmlfyRWa4rwzvE8KzwP3vtlTQaqwBYTfWDwh5EUhLW/N+KHNA57qjzTs8WJJWpoMWemVcmZM3XlhqO24n02WBVJ98Rbgt/eg7e6baeTZdy2cP94kuVw5k4dYvWfnBUkIHj+uqDZmq76bU01Q1OgU19Zfn6WLm5HYpUnamSahRyaHg9p7lEyHszRa5ZIGQS3qsvFbTgZJc6B635vhXvSI3QDcGhhLIlbISRqxKbkvVgUozGu5SQXLVDoBZUuYmr7hNK6teTgtzoFLLfjTnSUYxXl2pWZBDtbt7czziruDqPrPJC94ZTXdwd2gIG2/yJndmdxc3ZlPG9RHllWygQNwmC8pSOaZzazVe99BxeE1J6wIK2zcccdeyeqs58s8MJGcsniAep0qqeoOjmoNJsufne7uGyTaYDpQ58gAyFFwqUOzvTDpqX2R8VR2oKdeYVgZV5sYIg2n07LuGu5iOqsVijoYWGO4r64/ccrno2XbtrLTdG0v0SOCcyk1r2eUp2jMLaBbL3etEAq+qshocBGe6JI3j7s1I9+Ee3xS6zy6JWxg+1BPaxO1qRfvckxth/TZIGnB5gsuE8X7L8693DI/sb+EwGbpMaUyDx/WWV3Z9sugyq0kFtOUEMrZIxXf2wH2XcN0AuSDeEXrFHRxP92sAdmPDtm9J2Qi2XpTbw4LDpmVVuU5TNL18MhIOGX/bIdO5J3OkmAx5LjPfitySo9A/KmirhFvHeGt6QHPKIYNeFLQINzd2TtMzGZJnHD0hmHL87W4JKqSrTBkc4WDIZG4savF9Fe+79Nx92DFeHReMqOIPjpvDgugzsUrvXscVd+OCoQ9zSff0mTkd2ivhkCnRsX9sEPBubHg6XgCwcgN3aUk5BNM/OZjxyI3OsLXLZkSa2wFSwQ0JUkbbQLpacPuRQH9fCB0snwZ8Hl6IZCz3XqOdVBguHMOlqTwbemCIW16olcSr4JPMULgkkwLx2wHZ7mlv1sg2crgydrk/mMDclJrNg2PM3pzCSjQer2pKpNWjum/lUSCmPj5eBMZtLd1fCIdHNufjZkBSoXihe8WOUYJFpmMX2fpC6+2Z7LrGHNkDNLc1RZHtWiZxycOrnnSvoG2mHyOiwuLaE/YZkqUqtrmdfz6zv89ubLnbLSjbSLwzJxzMwQ27Kbo3hG1cYXXCCmMfuDksTCPGJ673SxPY68B3SlofUYaJBDtcCGHv8F2uzwxDOItjSJ7gC9uhJasg20BzC/HONsh95yi+kr3r5t1syuw8uX1dz739i3eGQPlJGwD7vyrkDM5BExnvLegfKe3zqmXTH5192+gVlwpuPxCCQ0qDNjaf/CohQB4dxXnG0RyM/kpwo5WRp6U51RbEyZxK8we7x2ldU0ZJyb231FSlRdimYyQfaQrLy45FM3KzWNM9XeJGCL3HjUrYTGX6rqZljNPVbJX1Z3vcmF+weeOlIbVyqumnRzs+OTglOXZDpOsiMli+zLhoFXk4OA5d5MnhgugzQQqh2pHL2LMZW9zgKmJhtjjsq41zM6UKl2HXN1ynFfvSsM0tnkJfInedIcGSMX5dMFRm8dykcEzQ1+yRjAXvj+KRbsykVeTuQ4FxDc0thpIMwjCEap6d6Ylle+ahq+hQl6sTIoRNj4wNkhfkYgR5gLeGe9ykFWPxPOkuCC5zOyzZ9w3S1+zPnKWpBTOdITehK3bOKbBJLZ/r7/GsXxuFYN/QdhPSr8St0U9MYmJK0VdndATXjUifkTHxAg9q2TBeHtOk2hTyCsarKrtzMHFaxJZHUschNxR1c0YqFU/OJu8hdY648cW0oUsGYpjtqI5czseA5R8nBAqYNS1OKz3ANtp939D1ETpDSyaHS8UiijF7hjHQRSMlj+ppSS9+QSyz/o2rRMo5ZVfbK5y2sZBim2tah8p9cKSlo3tFCG0mxFwjAGF11bFsRp4+aJAcGG6FxXOH97acJBXKqqF7EOgfJ9zlSBk846Vn3LhZoTovDIEbrgL+kPDJIAfJStj4qn5skOPiuVb0ZMTvBqQfbXGUmioYhM2hnUnCfTIi65gN2tzvWmQbiFvbVNo7i3ji3YDrRty+O0a6Kb84iatjJd7PXAojheoxzVEFFfWkQodR0CGwjYvZgSpFKKMjx8KNLOm7iIuF+HhAFbrxAhD6zs1aMGnlOLziOHwgo6uMuw2zppIbYL9vua48h7F4nvoL+mz5e11l8gpK4y1iboS0EeLezmdcO/bvE9JFoUuBt7srghTuxwOb1BpXrLd0Z+hgeADFqW0sSyEcDCGQ6X45QdvIeBXoHgnjlZIGGFcBvz/O0eJNHFSGghsz2gS6R47hsm5YGcKhckwaQMyBckNNN0+bQFdw3YB2vc2hrmXoI4jOkXazLfiuHEn6J1UlWqv7Js0Ta32j1dEwrs4keqfBqgJBUO9YR0NkSzjRTKntEso+cHDKLia8K3T7hnCo57OZuBk2VxY3mbjJlNY2YLza2qgpRT9YILEbGz7T3WcogS5Fnh7W7IfIsI+4g21KoTsayLg1AcKpeg4HfuescgfYtiYwu4yJbojEvW0+cad0B2fOVG+BTgkwXAq+dywqzB86JQ0WsA3OggLnqoPRC3FjzlN7k/Bdg3PHYChulfY6E+963L6u51LMAU/JkDRVxDn0FJEqCsXS5frKPbYfbMitFTVYytDmZLMxlCDskh1/s8cPI83thaHZwfYGBEttTFyUqkMkaqmicDCn2RzeuikLhH2oRR1qyBdCWdjzm3WoqqCnOquyHReeVTvSLBKlsWdvIsDVDXGOtIps3+85PDaHILfC4qnD7w19k5RRVfICSmsOnrWsOToP41rmYgjU9MNKcSfZh+OPG60DwnZsiBNZX5QxezZx4OawOG6e9fO+01m/Ki2Z02P7ruGt7h5OCl2Oc2p4zB5XKxURKGh1HmrBTk3RSd3IqZpN1jLLs39fZPORghuFuBUrRhKzpQC5HNezqxWiE5HekKOCjNmyFqMwJl8LjZZ86vCQfYok9TzZr4musBsi+31rbaOY0OKKLlcNPYD21s2p/SEHbsclTw8XVrxTK+NMtVyJexPCnFzOyZGhcsCkIq8yjCf0GYUm1lSn7TkZZ9XQTWG4D34hc2VkKc4KZHBEZK6uTVqrkfWEAz05+NOcSHb/RRUZM4wJSfl4Hv84IVBgBLLSFtj4ucLOhYL3hVwcafT4nbMS2Ykom2DoA6WItXqJVsll6tFDbQ9SU2ihGKFyqkaok2kiKk8P7kg6tUlSoqDirYy8dSbINjrElbkaNyXHgVhJ6jAR/6Sqp5KNu5WWAl6tDcBYJ87UDyhWA+PFKkgaQ6GkGLEz3lWkoXrozcbg0nDX4TYHc2peqIiCvo/soxHmhsHEMhE1n3EfKv/EDF7cZYt+dwMMox0vTw7Ui86oVgRKSl3gAlPqc6pSyq2bF+xEzLcP24atatIJU5sHFcc4erQI7Wrg1astrU98bNOSDpHxwvgbOXpyaz2cuEi0q4G+d7NysRuhDJ5uiHXuCN5VkTlXaO6NVqrsGnR0SPazGKgKDJeO4ZWMrhL7vrFItEagN/2SULl6YU91Foxjos4+Gw5CaYOlGIoZwrwKjGtPXkylyMxq8hoMUdDgKBRCKkiXGB+v2L/PVJLV24Y4bTIlKOKUMpX9nizmieAPdY2MMFSks9kL4aDETSLsE65xBFeMFyJY1VvtrZcnAn+t4NEp6poMjZojkZcmrlmikC4ibshVnX46obrWBkfuPX3y7IaGcgjmQPVmTI3EbB+Km0zYDEBtMplsszOldCH0Vv246xs+tXlIn81p6UfjPtF5g+Urr8QNOqMMk5rwXA5e+9HFW8+4ihy8kdtTcrS1mmxy7HxnSK17pRrvBRXJcrS32YjQg6c4hWmTxua4n9EAQ5lmxyTZBhz3SnM34jadbRpT0CKCuKlUTM15emk9kjOaC93rF2zeFMoyI/W7pVYHuloM4vcD0o2QEjKOhAOkbnKIprLaKS1jKXRDW40L6kaPG6yS8ZQXEvopX2ebG8CYamBaq2XntkXYvRjbyD5mU8Ovpfmm6G72r7SB4b7xtIarQtgZH29qcTQFdZJyVXVX8tImnLVDMkR2ljOoX++qDdSotcrSzVWWKGgWQ2arJIaqkIvQp8BmZ072XNVX0a0jd8bSpSCMfeCdw+VsP4Kz6syUvPEYa0pY67lP9tPI3rVljVi6bQpghnuB7fsd7rU9aRcpb0fbL6ISgh1/cg5zA74CEznWPWUsSG/zx9Kf4JwJvt6MS945XNKnYBIA+wXOKUMfSF2gqcCDRrt3+aqQL+ym9g8c41NHszFbk9RxNyzYDQ2HIeI6U0tXL/jRbOdkT047BMx7sOpxDUz/lgLDiD8cr02KkLwFbKWtKcELo7nESaYFnfsaWoVsFUQ9qe422R6TwYjT3IJKVzFH/QVH7ksM9yXfcR7ncR7ncR7ncR7ncR4vjK8uAiWmF+QuRsqtr8jF0ctzrlj1xvT2PIkm1rLN7NDBfL61t67SDjVdGLWSTlVBl4U0WvpFKulRK4xUkb4XZA1UzCt1TKkoaxbb9R6abIJ/DtIYyEnxO+sN1GwKYZeQcSqrsxSHOpDewQhSeQmhs4oYyZZT9r111561V7JajvkwXTtzxYtUjhRTnnhKGWbFD45xG9lWLzyN3qrHpvs4iVOONTLva+XcxHdyzjx/mCPh+XctUNwcAarDeBRtpiTjcKWFEKofXlrFL00UNY2exXKwdOJY+wAWRXyZS8nXiwERq+AJy0SJsVY+SSVVVxQnG9w+9UgTrZB1fd45O0bxjNnKk8Wp6byMwQjGVZMn7Gt0PpaaviqENjOMgev90kqegZtuSahSBXFrc1B9nTdRSSsTec3LUIsPDElwfaa9SSyeWP4+XUyiq9T0sGdcu1rC6wlDon8QSZdlToGo1MqmoXL0apPWEipIuKy8wZVHlw3uduL+iCE4GJISeiXsE34/4kPEuTILl04CiPXMZjHFOeKaInRH1adS0oXxYUq0DuVubCydUknEJahZk2znkbPjMERkcHO1lxtehMSnKjEZbU2Qjew5tX1IC/v/bt8yJOMzgN2HXCskjS9na0SDoFOrGa2d3Fs7twmZkALaO8bGik7y6I92pq7/iVMDzFGrztd5FMK1ZWIIAwpl9Ewau1NljyENVTZjb8RV431UztOEMoVQYQSdizeM+zRVxjlDhDEENK0rP66ei6vtZmbeylh5JYCq2RZ/kPk6ptScpYfq78n68RlSMyGThqLmpSFS1idRX/iuY6ss5mrBiXrhBiGP7sh/nCoBq00tjTc9p9bmvu+FZiPE7SR+OiH81VZVlCkvdEZ3fVe/71S7qxx7ohEMAjL0yuAklyANnm48Ec0FvCvGqemDAW113qirwrZaU3CjXWRuQA+e7dAQXWEZrBKsz4GchVgzFToj2CZIWqqW1wuVlicjN86oI77gVwn1cZZOCKJsx3bWsSoLpexlzohoEIpY2b46Z/1Kg9KETCqO23HJfowMKdBVuRcRJfUBxqozN1fA23G1LeCUFJSh2nMZzVYO2bPrGlJyJ9QOm0+zzM10L6d7PfHWKmmblA1hLQVyRrZ7y+5UOsEkYwF2L0tjc2BCQVPxtMEEUSMwiM5SRxqL6epFsSx4zTjJF0KYpgKOf9x0oFQgX2UuLnr2i7Z2CBdyFxiBRTOyWIz2WiWFatXwWNbN2C1yvVGmA7Q1HNUMZhFzHirBsHhb2/MomCghHBdaNapxl00DxVmpue89BCU2ibQ0ETkR25jjrlaz9XVxz8ZD8LuB5fMGf/DkZSWEF46ktZqaCweIdwkZLE9NtqqTabPWYL7LcCHk6ImvrGhyNm0pqTygrJZj33vGEO3CJh5CfbJTs1uXTK9olmuYJsiJyvHxQdWbVtW3raTYGy/lamCxGDnEhv5uUZvbVmO4zDy43AOwLYsT9XM5NtMsQvCFJmSuFt0sSTE1gS6xZhRrysp3EJ5F0pWbN7YJQqcYH6DaVYLPpLrR5m1EDp72eW3YuYH1u5n2esRvB9q7Buk8eWmWoneBbrB70Y0Bf6jPaFfvhTeuj6uaUCVUvZ0epE9I1yNja5VD9fz9oVbVVcL1uPYcHlWjF1uaVaC779CYrcy2nzgh1VhUB9HHMncgn/gb/Y1jca+leRYr9Hyc45QT45RKTXtF8j7g9s70rxbVuYgnhk1tvqgo6qzreVpignj3Rug9ZSF09xySo/XkWyf7TDDPVkZ7TuNoXLypmMOEWstR2O9krrkaVEiilj7XgKWtfJjkgGDO8eTfT9WztTAAMW7apK49kX37B0paK1phf9eLOcIqcy/GqbLxVM/NJbXqqeaYehguHOPKNrZph9HkmHrxzdW+03PAjLXvbS412yoL0ecXrv+F38X6YeIFVWdCoJMyuQg4mVP96crOZdq0ZiXll0dRFs9rkUq0tO1cLt/V7hA7at80KK0VNJRJd83DcOmtB2SozkvUmQ+Jw0Rm68VPzhOz8Kw5qlocLr6olWY6VCZdsXzX+I9hb9p08W5ADsPsUOoiztdpQa/OBQ4mE1LTsAqMVu6v2DqaN3A9rk0ZHGN1oEw8srBsRqIrbNpE8mZTS9U/6h/YfEwrP1fN5SWgwpA8BHA5zFyqz38O9bunYHbMlVtaN3rBnI1idjpuPYfblkn3zQ/2jHK2Po6zvtrE60pTkclLk2Da62rVepdiTV2afRFnHD7XZNQXMjZHZDTdML93M3/Y95g8ylDwPdx1LSl5Ug3eyrIg6SjaKkVPRFmPgMBkE0jV0T9xnlBFu37WLCu1O8nEkwTQBnKyoG6mbkw0HinHooDJ0ReleEVqo3RbC85kNOIRkFDvbA2OWonk77GeTsZXHYGSppgE/VAFuQB6R/Y24b0r6CJTdjUKEsvfpuRZNKNFMj7jKWRMU2gaOTvjJ9XNdb55E3G8VEN0wtOZKpsssvR1YmTi1rzxUtwsPbBYDkbKrk5K8WawzbBZct/dbGluF7jkKZPqda2cgmkjMY86HKwSh5ShWMnxxJ3JsUa8vvIUuogbVoTRylslF1xvvCbf1fYMEzerIiVgG4bJBBSau1SrMjLSDXNUp4O1WSAlcH4mq87R7xircyMslwMXix6Arq3l92FCyYQhBfouku4axjbYPa+tHmQ0LtAuLHA+s2oHHi93DMV4JH6K+oNFN5JrcDsYCbg05sSYarUifXUcRdEluFYJIXPYtPg7b6WrXeUu7JT2+Ui47XH7nuZuQdg3jEtPWakJjY6GYubkuagVi822WLQ+CbGNRwFNO1eHLiIEjzuMxGyaWGklSI3yZcxocORG6F6xIoLx0hM3btbxwWHcwBrFu1otmnuPX4yMC9ucZYqgGkgLT+MdMuaqcl25KZUHZFomhdRbixHZ+7k4YbiyKrPxXrYoryJeqJ0LdXMqjVDaTFwkciyUriIGy8oBWRS0kmTxaixthdRF44JOfKyDEna24IcrPxNIyRN3RXHFvbBR4CqHZjDOnI61/EnUgpU630NXp+lFJRdr5XdFGK/Mnkhrczk7a91SUjUOyQjoU1mz7/38fKdNSStC54fCcCHWJFWgVKkLBUM56u07OmFl5mYZJ804X3PV61xAoyZhUP+uU8VdLU6YhxPwnuYm0d54Dh80Z8aKO3QW0zSkOKDBG6+qDCyuE+Mqkhd2f/LUlslbhVdpLVhTCaSlVbrllQkohoNjXJvu0uxwXyTyptpGOe4yopjTJ3a+k6OmKuTBEeoaCoeKxvVpRplKOBKV474g/Wib65gsaGwDeaHkdTGHnSNymdbmQLXXFtxSavCWzVFC6qZdNYDiDsato7+MpmHlrRF9GzI+jrRtYoyGGo1e5kAUoJta5lRuEV459A3dYGKZvmpQ5eRpJkd/NHFn34vZ4UPCdSbITHCVRF5mPm1zDcunnu3O7JhxrwqSAjl5HDp3SghdbdRddZp8X7XFxozkXDWWjtOoIFW920R+XW29BSBekbZY0mGZ0Sz460hzJ0cJl7ti6KDavjxMgsV1r4VjAGO6iFqb1BuiNGtqZarzVI7O00uI3NQ8OLeKrBM+FpwvlOxI2hjq6wptlaEoJ9FZ47IFXKmKahcLnkoUclZrlZYVSbWBcT7hIX6Z46vrQClo79juFqYns8u2GXaO4j2HLpokSFDyqphIlppu1JsPbyjV029r6XokW88hlVlhmWx6H9OkAmamlzmo8qJXWdGh5mbA70fSRUNaB8a10NzvuX+x57a/BLWeaTk7lCWut40sL2sEM6kGa1WWrk7MrA5cPV6KOVOTerckI3BLUfDCeFEjvOqUeFcfehDzlCd4sSihy4R9sL5m4iq6VXvaTeWwvUH07c1IuOuR7QHJBe16c5C8h3EwtClnm9VF0cmAi8AwGll61DmNMgx+doINFTKC7q5d4jaBZiOkS2fie3Vjd6MhFVkj2QeeOWVIwZCoXaCt1VQUM7BTT6+ws9RDaY8Ksb4Hv7Ued+qVPlfSpi+mbzPUKi61eRc6JWx63MYQMls4GMqTHCkLjI4B0OxotkZ6nlTn/cFXIdRjykaDkLzHdxHXJfpXlvQPI3dfYwu+uZV5MytRqs6RVs2lI8GZWEwjqHaN186jSZBekN4ZxD5liavasKUja9XImAl7cJ3dZxPZzIZspgyDIxex1kmdGBS/gvFSzQGq1/KCYnNTwNVeUjUQ8CFT/DH/bUUgOksEkKqzLIJ2FoH7QWr6yPR8SIXmrqEEwfcZKYXxStF1Jjso2ynnCXPvr2QCnZKqFpjTOSK2qLj2F/Sm/D2Rfsv03sn8qDnCKhgiWuz+xl2pnQ7KLL45IS9paeme/pHQP3JHtGrvK6Jl51QWVKdhirAV1yUjZlfF77kIMmXoenOUhnG6XAtgauCic2VYdbJyRrw5f26ojlZjZO9J8K94I9a60VJjromw3dt6lmPkr1KRjAZCD4fXIO54oYprKphAq8Me7FwsVar4JhsdoyJ6c3ql3nuqU1wacBcj7WK0eVw3eqjpNOeQQ49XpdlEUnaMS6tWTlcL4piRQ2eBXhsZrzLucqRpzbiXKtmSk5X0j2Mzz9cJ/Z4C3rA3snnYlyr1IaSd6U4VUQjKdXZso1EQmLaLqOYknqirT5WrkwPXH2KdYyYi6kOmDH6WlcitkFtT/4+bWlE9JGgCbkhG4xiSBeKqENz8/XMFYbZ7Kq7M2RCqU2aInK0ByWWmhZDtuOqVxmcOueGuX3DoG3IWa++VzAZOBU+IQlTCIhmaVoRB/OyEuATjRSCtKhrWhWP7or070hEmQH204pVJjXy6nrniOyUYRnSoJY7OQSmUUO3lVYZQaJcjy3as+leO1AXyUliExP24x4lyMLl0nJgSuVS/QCYV+RkdrYHRScFD/SCzbIh76bX3GF9dIc0M4SYwFmG5MT0U32ckN5CEcd/MHixNIV14SyXcSziUZRxZtePc4yhK5sL31kQ1BGKb6EeLkEst7T0VO5sECuc0Wa0IQSFdRIYHDa6vhqtYWfLmsDD168EWx7Id2CxrFcgds6bPxOKnqk2ndYGrkRAz45O1KT6vwpGDUKUTKAsrNx0S3cOG/rHxYaxHX9Uf2UF7kwm3PTImc35yxh8Scd+St1RhzSOaNgWFbqhKwzc9bnuYPX608i9SQseJAFI/VIoZ99p3T8YB1yeajXK9bUnJMd62XFwLi2tzgtMqmEHaBuMbHabmw+ZwTDlvc3adOVLJ04bEpm9xW0/cVM5RhriziHS/FKsAqwKPMldMKWFn4bbBu47SevIiH591rah6QdMkFzQGcuus2m2Z4C7WnmCQCVDs+5vbRLjp0dYTDm3tj8icDhjXvqYQTEI87DJxm1m+E+keK92rmbxw5NbPDVItQrbfm1sruZZQjucnxnkyTR8hHxzZR5a3bp67voPVk5H47hbtOli2+IPOlXVxq8S70XpIjck2uBMl5rSoGlNO8YuEc8X4D3CyA1YNsoPi945xGZFYoPO1tZIS9sBg+S2par++P6qtq7dgIfRWeSZ7Qy79PuGiQw4jjIm0LvhlQpvM2LemHN9ZerTubqaLNtZWNu7FlEDcTxG2m1FlCsROkOLJS0MvRaG5dYwXx7XveqG9HgnbwdBE39aUtDMHE+gfZuK1J95VLaEOYn0edr1WMg92vS4r/mCOLWqIcn/PGcdv6VmOBb/Z2dobBnMiKq9RU01njMkQHE6cKECcVUEaCqamObU3FDqt1JTUN9O6K/OmNF76mpar3MIa1Y/3YPFE6B8o/UNonxrKl1aFfFUdtWs3pzFDBzLKXEp/Wn03o/xgzoaHfD/x+MGWVRx5slnP1WjjWkAczToSx8zUsDw3jv6+cXektNa+6876epbGw6IQ28SyHY8tTXLNYGR7zrkVaAohFMbaSHaeF3VKTYKKfn9SmeeVnEyvaHIIbO3UNe8NvdMqBCm1+lCzUNxxK1WnaFPRzbpO0vIov+K60ebGvDFW3mwuMwKTV4HhSiirhEZHqRIU6q0d0SoMhJAZJmeg8vRyrFmR+WSqMxCVZRi5HRc83y/N4ZtQ3SQzn3BykPPSeEMiglsmSlPICukyMF544s5RojJ2Jl0go9ms5kboH5nzbfIa2eRaXJydp3lU6Zxpzs8jZySYll5aF4gFiZZmnKolh8Gb3fSeRRh5FHcULEVZVGilEKUYH/c0xV2DnInfaXaqpjKnc6ICB5W79cXGl3SgROQN4PcDr9XL/12q+ttE5CHwR4APA58Afp6qXn/Rg6m10yixEks7aw1xLIVWSB7pTfNhvDTDKIts6uMq3G6W5CI8GS55GHesnBmIjGO97BmHgL4wmamyAcyCzpMxmIx8Wgrdg4BLSve6Tdzdm4Wvffyc237BxvjL7PtomkMPDPmZU3hZ52hfVwu6RxFdJUIwzyGtq6DfZSA3MnMW+vvBYMRiuj671xz6sEd7j+xC1ZSx1iOLpx3ubm/Ra41UJ1TIdxCiHHPhUypGqSkELMoZRubS9xiPUe/xYX/+M5veP1r5NtvAODj8xldtn2yQsYR5753z3NOh56hDkOocFiAdAp996wHteiBUknezM2i/uRsZLiMlOsYLnXlmWiFYcxQqIoTxIEqvJMVSwKE6vVX1fbgUhkfLCqlnxgtPXhVQqY5YjfC8q2mhbFo63UBxzYwezGJsibmdg+8KcZcYriL9VVVwViFsHVIyVCHCuFOuPqWzFlTYFQ6vBO5G4xhQQVRX254YTwDYOWpvaDP8B6V5coDnt+gwmpFLU5rASuj9fjC+XCk2eTsTm5x6bE3NlUtylOLNkL7w3C1qM64GMFqqSoopQFs6wdommXxBVfo9yAzyTmlkyYrbj8ihRxeN8XtEkKq54qrQYbscOdybpD88TRUwlArBu8pRm+fZOKVlrCWI6wOxOtgTCgQWNWtnH4ybKV1v88l3YppMt3vyowtSlSwA0Df2tO1IuluQXs+k1yF+tmHxrjm3qDkvueoioVPANjUEN0RsWJiT5QYhdI60vOSqFFvPdY1JCJbKA9NRO91Q4Pgaxkfq7yskdxRknNL3xdL+gKW+iiLrFd0Dx3BPZl6YKKT7Cb/xHL7pQN4HVt/bELrqKO3N05nW8dwTMCu+F8a7SDwIcWNpeSOAc0SighjN8irzcLlnFazLxDvt1dy3Th2ktccNEfWOw6NA/0A4PNa6vh2LRcAHW2jWB69K3kzFI6M3FKWiTk4s9RiXIxeLnpQc/dp6uuXGm4Zb52ZB2km/jKAoUqkM1amoDtQLjmGF104lW9xodsPsk6Gj6u1fVws6pMiRvxU9WjMWGj15EYyS0Tmz7yLkaCl/xOwZ4mw+Reu9t/DJil5CIbdKyJXgP5XsZ0sNTikpaTLr2HPbL+m6aOu9osaT8+MHsyHjhaXaNNfWS2GSQLHefnkxtfMypNnvTXAYtfTpUCxA80NVkS+FctUeC3Hq/lc85jilZAE7GPoEyIN7dI9LvXabVyk5nFMjqxeH7sJs/2PdbKJkCjI3+F4ve4ZlpAzWYkyygQ1HqZY6f8uJ0+Qqiv4VQqAS8H9Q1b8pIpfAt4vInwV+CfBfqepvFpFfD/x64Nd9sQOpHI3btBglWesSgpqGUz+plTrixrzc3HmeHVZ0Y2C5HOiGyOf298hL4VHc4UTZpZYmZB7e3/EsOXTXmOF39YvR+UFMXiiuwt5roX9onI6pIkUyfPb2Hoddw7Ia48NmweKix+3dSQRc0afKTeo/cJ+7Nx1vvPGMV1cbtmPLxz+9Jrf2PWnNXJmVWqlG16pJ0uqYs3ejbRCmnK24XW9w/5RWO0lLhgNzNRT1dOaGtJU8/nkVBSFU7tVLf69DRFAqjCnOtHsqtC9tpkQ/P1PrHm6vnaJ9p53ap3ObN/AIfpF536Nbdn3DHk6uqfZwCha9y2s9PmSG25YS/dyBfep3RkWBc2P30LWZdN+h3ldI25zkTR9ZtY72+cBw6dDVaC0nqiG11MfkJCn+UHV6CpRYRQtL5WT1JtYImLK5dyw/t2P1/Zn29oq7DwdufmQmtY5FUvwhW8AwQeulIH0mL+4hnT9q6Egln/e2IaUkOKlG2tl5hV5xuw56Q3RwrlZ92bX6zgoTtOuOCGCSeV7L9N5RzFlvM6uHe4I3lfiJ14BUfuG0XmOphremSKLYhoFxtiQxiyvijnQG6yifYBzhYsm4CqgXmhggmwM19p4cJvTw6DyWihL5zn5Kmki9nHDSMlQtLOn1KJiYgSvm1P3ERfR9rciK9TMnFWslmuaVCoSQ6buGB4+23Hz6Pu27nvbanv14UUm1naWxpFRRv2PXDHQRyI11UsjrguuE1Fu6vbld0zqHP3QWgVcupYqA94j3MzKsx5I/S8c5u/Zw62cKgpSaLu2ZKwClH1Et6NWa/oEw3FPT4VsV4v2OCDx6Y8fbn3yEJKF7raDenIvxSimXCdmGOW1jXDVLqZfGtNDCAcar+sinys6CiUaqMHaBm26JtsIyjLa+JiR5Yj1ER1oGuofC8KCS2vfH16tBmlO6k+5WSp7UB3SwdCp+EnxU1suBxmdizJTVQMl+DqZKlNo8va6NanukQMGhUmb1aqrzNAWGlGPKckqLmpNleneCWBreubmbhBt1piCURkjriBerAkurSGmccW+jn6vS43Zk+Syy3fq5vZLvC2VpVJJhahquprvErhYVZeZ6htOAWGpz5dt+QRpCRY6ZFexdgrCt778EDYXYZHywFP/QRTQ73DZUkWsL3KW31knLd2W2T25kLkCY2hNpkLm3ovGQjilc6h4q3sNygYRAeXBZ9xMxgdHiDIkrhZw86RDq84bN0PJ0vMRT2NWisoxjl1rj1sZCqpy5iRcb97WV0jDpntUUalFz6kpBcMe0+xcYX9KBUtW3gLfq7xsR+fvAB4CfC3xLfdvvA/4CX8KBermUcco/amuS/z4Ua3uQjox/Nwjjpedmt+T++sBb1xc4r2zGluDWFLUGiU+6CzaHBU1ISCjWTT3bfJdMJYJSF9oJMuUsOizBoPn960q6zFy+vuH9V3fcLhfcuaVtFkU4bFrjjYQjF8SejG3Y+9ca+ofK9X7Js+2K7tDQ3hm6Mhv2KisQukKzKTV6K/guWP+lvbOU0kRAzDqLXmopWHWcEXBdVkJXHY1ELbWGtLJ7O3WennezCdKd0gJfqFTT2Q5oFUGutrkRZADVYFWJ1RmyZznBouaUlsn5yfY8ma9dZkg99553ry9Zr3pLhbVCas15LkFIrU0WH7IhAUtPiaFGsPYsjSwNqBmBTpTY1nTQMpDfaY2LEcFVLNcfvEU/43GBTKmx3ILLgj9kS4FNVZbHzNbs6MVtRpLSvLtDnt+CKnp1gWRl+bRQvjsgJRsBucv43VgdicTUskOdIU6Tg4Rjbh3h+ypngBw5UNWpljHZ9KtIhR9O5lc1whM6RZbZ6Zn3Yq/oKnP1aMcwBoY+MkzLVJRcBfWm1ABV1FOpTsZiqkazqehOutX7Yfq6iiBVA6mqqK8pNQ/loplqLyCbICHJVekPM3RwRKCMTyLkYvymyRmUZIiPm1oKTfdBX7Q302u+w2olKhl46jWnU2BSA4VlO7K+2vG5tx+gXunel1AXaJ8fuyQYedeishIh36sVPm0wJ3KBbXD1OiTVlN/KE1cRH2vZ6csVsVJRKK0bC9j/va+EdMjL42Zp7atqQ9mu8k5SAu8ZH67oHirptQEXCh94fEsqjofLPZ+6fkD78IBzSv6uy1lGpX3mSPtIuiqmui3H+1kilMWxG4Fxb5QyHjfuCW1wO8/1xno0DsmTFwUjzdl9zo1DK3J7eJ+SLgp+b6ReSzV6NAYLqrygyfhOxR0re1+ulCptIbjCYYzk7AihMEwp1ronh64Qt4aaUvlEUuPFUoMErQ3oBTUR4GntT0spqBGUM+Ys1WMjkH1VeR8NiSneW//AIIZ+N3aN44UzJ3w0NIqKkPtNz+JZi++DtWRTC4y0waoEhwXjECDLXDxgTqnO2RUzGIJG44am4th2LXowsWowW+O7Kki5tbV+WCiytC4cImrCx6Ob+cUT0mgFTMYlW7+Vq9SD0HUOXdZqy6wVcT7dI+q+G4AmQhORAePjXq7RJlIWAdc7iqvSFzVQU7VqeNdk5O0FLsHdYcFb3RVRCmNd8ENZmcDnvrXP5GMBUDiYOPXUb1CyBRvSDbMtmAqsXnDi32O4L/7yi0NEPgx8E/DXgNeqcwXwNpbiO4/zOI/zOI/zOI/z+CE/vmwSuYhcAP8p8L9T1Ts5iZZUVUVEv8DnfhnwywDixYOaRqv9wCr6IW228kmn4K1thu/Fmo96S689uthze1jQLEaLlorjul+xTw3BFe76BV0XKU1NGdV0hTtBPiaZFsk1aJFJo4lZKG3xRHBvBYa3H/A9X7tAvLKs7H0Accry04HmzpAhN1Rdl+qxdg+E8X7m8bLjIg68Gy7odWkwe+XPWL8zpdkU4q3F/a5LxF2D3/n5PVOrG6iRRcqWtvG+krszbqyR+LJyAFJtB1Jh37hTQ0qG0SodTvtr9b2lVewZHiPduYzaNIRElbII5AjaKLJK6NbbPWvcMZo4icxKtL+5KXU38VKAcQH5onD/0ZavefiUp4cL7lrjibnBUjhTSsQlEwd9fG/L9m459+Ga0Jqp7xU2raz9hAoXq45NWTI+GmF0NM/8XB7v+0I8KH7j0eDm0n6XT9Cfw4jsO0uFpOVRlFWP0Z2l5RK8/QQNgfL+x+R1pHvk2b3P0T1WLj4DqNZiiTxXXZlKn+UP5uNOa6YwR0u+RvVSdEYkZ9QEQyWkFBNqrc2zNdRc/jiivpL//BGdmVqWANxdr6AIi6veWm0Ua2/iYia3R5SB2m6pNIUcPawMXcFPnA+s9UwRyPXypoahQ00nTdde0yEqFh3nxo5PORLRfW2Iq0ON8PPx3ohRQo7NY3sTmJ0Iob4ie1MnB7D1Le54b6npPJdAeiNzS9V9cQNQhLu7JTe7K+K9nrQLtO/YHDpq3BjaKlLRksb4N2lhfB2Y0oRiqcipgi9NyF7lW2hBK6lYB+uNpylBqX+beIhiSF44ZNpbz/BgsnM6a2JNrVyMwG7rWKMjPUgsL3vWi4HoMx+995TvfPo+3nxwzdubS64/e49FOqLeE6IRb603YKip0VR7eWos5IU1ai0Lm8c6WLoFmRoEa03PBu78gnvrw4z+T1yYqb1SWhkJXqt0QG7sb+Olp40BTYbkUmohiloqT8vEZ6n/1nndDZE0miZciNnaIeXj6240YdO4qa2WJo6sYhXTXi016dWW6fTMqz2bC5AqsjKt4cpEnmVP/FDmwqQJnUoLB8s6fwI0N8kaVde+cKSMpIH2uiVsIlxQU8/GpywqXHdLqxQ8aVE2aQzO4qNTliFaC6TNuOCwb3AHPzff9p1Yg+japma8ELQpxCYxDKHqYyl+YfcQCTPS5apAsRvtOYZe0ZlbRm1pJvP9ntae1GcmCrpokKG1qtNaSEHK+LsO369tP2+MxxliJsbE0C0o+wAPR3Rj+nA3w4oqKELB+mfeHBaM+2jVzcWKUCYB67gr1s6sNg+WfrTK2EnE1lVJgx9sCs8WrkTMefqDqvrH6p/fEZHXVfUtEXkdePe9Pquqvwv4XQDL197QUuE4Y8AbgctHI6nFmElNJSRPZOFKRN4NkVU78PWP3+Fz23u0PlkH5hRpXJ61N9aLgTYmbi8acnsikjelmyYDPDsm9v+rTxaaTWbzwcBwT+heT3z09WcEKXzi8g2CF1yTKdtI/9BWyvLpCzcJxMrwl28FPudesT8n4erWymf9UBi2Qm4sBx83I+FmX0tNR0J3OSsxw2RgILUOjcHg2JQQVzepMeGqIJs60+Hw/bQNmzPUbDNxU52nZE4RYCmL2ltrflalci5yRpyYcriYES7B2fPIVrmhQevzswkLtploU0zJNpk1ksrLmRzVQjWs65E2Jt7dX/LKcsunopJbM5oybWLUjfNpy2eHh1Ye3B+fpVQtplk12stssMvCWUr4JuD3timHquvk9wPtTUByIF8U3GAkSDfYQpMCbj+gvZ2EjHnmWk1zxlSta2n6w/tGkP4734X3nodvf4DL1+/z5JuW9fxq2rRAuah/05qGc8eKGaFmWCu3InRVaXdhzoboUf7Acl+WBpQxEfZVu0wwjlNtvmoBgxmsqcdis1WWbzv6FFl//TWXVdcLbHMKrnDXtWzDgryAvCwsLgYuVx3P0gXjZUMerMmoX49oEVJU3NbT3B03YSZnRbHNr849l6aUQ7F7siz4NlfOkTeNlmh996Y1dFqUYJudHAOSWv6dl6byPFEDJr0skxLRY9lynV+unosM40zanvhSvgChcPG+DZvbJW7v6F/NkIV4J5VkzQnfhNo3TymNIzfOVKGnlEUwUVIXzMlPC7FG3JPuzKS7dqqALALi5sDGyHBWdDLN+aP94agCHTEZg0UL42jyKU2hjYmi8Hi55Z39Fd/8vk/xPXePufnUfeQi0T8UXO/narVSe6G5J3IMAAOke4X7r2247e6ZtETlPs60m8nJqPNYR4eI8vxujQZL4ZUAtNakOkzk82ABdF5XYlExYvRUVm5pQZvTzimQKc4dBUSD6UNJFsYhkEdzsCYfY045Rps/4VBoryeupWljTVQPbUAv6oTLNV1Y9ccmYcYpfS2Dw3UOX4nU9ryZuZRTX8aJ+9vfsxOaxVXvJuddj8++6jj53hxtOXltqD0hXTDRy6l6brJLxzkh5MsF/cOWnDJPt2vrTVlT5MDMI51K/NMCwnqkFGfdC/KRRhGiMoam6o6ZMxv2la9Wg7xc+w1aetYCJEkFl48i0tS1LAW0jbBamOM4dcXIU2PhR0YdaAquySxbs8fry45xEeieLFGvxMqd7HJgLNbbcD9G+jGaTltTqlgvJ4FGOcq85Hzs8jFJiYSAUj4vPfzy+HKq8AT4fwF/X1V/y8lLfxL4xcBvrv/+iS91LKhEuoWR7NSJVSC4sXY0N8+3X0Qk26YmyRbxZTvwDQ/e5u88ez9DCmS1RpCqwjKOXLXd3FR2zNYdfEJAXuZBADP5b+rePqyF/ioQ9tDcFdpnnu9fvkK7GgkHQyXaxUhXhNX3BOKmdnqvQmgMYtFhZ3nueK9nuRw4HBryYm3l6pPnXU7UeKvzxJhe4BOV+mRyK4wrKFdLfD/AYSKGOChGfovb0TYlb1wbgNy0qLO8ueuTRbRTxV11xObS0Un7AuZNTk/+r7mg0TgvcjXQLhJdEYZ7juHiKDSa1wV/NVrg2ztcJy9sfqdVeeIsot72DU83lv2d8tMmfmkolktQFgW/SOS93RSX7B5PKIBLzAJ/6s1g7w4N46YlZOO1+A7aW2uwK33G98U2e/W2yVa9lomQyzCaPpb3tU2LzRcrhJg0qrxpGz6/Id/e4b/mQ5T7a55/XX3eqfLwWm9tX5aR7pUGdbB4NhJVa1sHzN91FTlJHJ2HinLkBXMlz6hQVgvcMCJ9D7ngu0yzseP5vs6pedFRy67t+pq7TDg4hgw3715y266s0gZMUE8UzYKrG5M2hdWiZ9c1JojYVPTIK02TTNEbqho5nKrFW8PUWpVWTDDSDTbHZCy4fsRvHWntaZpkbZ58IB0EP1p0PKGxE5FZqlzOxA+UZDyJ4dIcmObWNjnjalUnt86NcV2b5o46I6OT06J+kl+oLVh8YXNnBKD2o3fsb5emqbVyxN1x/s2GuSLHJVIdGtucNdjzlYpuhs6ux77LMbdwwVek2RaK6T4dJQ5wbiaaT4T13NpGlZvJWbR5k9cRd7HCdb1xF2uD24tm5LPbezxe7vhLn/koh33LvTduuXm+5uF3uiMncwRU2b3PE7dK+zzhhkz/yBj83RDRVaZ0jkmXi8q9qUDLvKG7JlOKY9GODKGxdk0naKo5Z4KGgrQZrVIozdYqcmXfQQwWbATj5jhXEHGUJkODNQ52yrgPVlkmSmgyOTmcz7ja1ietzTGfmgKH3pp1qygShdRYYJDWSlzbhl2KLXznCkVlRmXAbFjfRXhrYch5rfKaCh2M9zOtZbs5wz2bO3FXiJuE60ZDibw5G/ZBtUnuTvYvBZKQK38tF+Fm8MhNrVKMAEJpvQVoWUkXDd1Djw7Kbt8ig3tBi2tC08yxFMZLux9l8JTOyPnqTcTShUJ5MFK2zZxxcCNzoJBaR/fQdBsNaRPSRTML6JodOGoHumTN1aXyoADoBwv0SzabHgpxYcKmy2ak8Zmb/ZIuC48/dM3NZlnb7whZHV0KCND4DO3ArlkiocyFWxMPi4pWi9o+Sq30nNtgTPvzVwCB+inAvwx8h4j87fq334A5Tn9URH4p8Eng533JIwkz/JuWRia1yDRZDzsVnLMUUdZAjgEnpuPxkatnvNtd0I2BIQVutwu0OMQVujbQhoT3hW6IJtiWK5GxEqtVmInMU7XS5F6qh4ffuSc82ZBeuaR/peX5N3gePdpyc7divbGbPmSHC4XusR2wvVPbRAePxACl0F4nlu80bC6WbN0SN1hfp3Awsb7QOca5M7TYQukHtJjidWl1LvF0k9BjELpXFyxU8blY2q0aUlclFEKfrWy1QvfhEGfysvS1VDQlM8bFvai7AS86UdPjqhV408itENtEExPu4Z7+7pL+vpujTW0Ly1XPMARSTRVNkcacUlWrMhs2kbvFgo88es4qDPyNZx+13nrZQthwkNmJXH0ycPigIOtUSepTutKO7UedRS6nTXw8RBiF5lpobu09oTdnU8aESybgOD5MICYZwd6cOMnVeLUt4ly9z3WPcxNKYURgWTr8m69TFm8gmx7/bMPFZyN3H27pXoX1O0boHS8jeem4e9PbOmiFdukZ10JZVafVG5wxeocbvFWteNuAU42MJVWn+vGK6AXpupmQHveltpexyEpCQGI4ygBUwymp0N5axVX6UOLRgy0fvLxh4W3jDi4zlMBfGz/Kro9IW446R6JzJY0GxXtL85b1SGkd+V1vadiaWpq6DWjwZiRzwU9aa1URf/Fc2F0E+lDm3nKTGn/Y13RmZ06Z3Y9a8TQhXTVazwsjIZfo5jWf17lWuZq4X+qtF+HLBSCEMBtNqxACV4T1Zcf7r+74+Hd8kPZ2It5WBCvZv36sKeUOxktDIqaWPnYvBNkKzZ0R4VfvFpbvjoT9OKdaNEy9l8TW3WiINq46WCfrdLz09A+FdJkY7gfi3oKEvNSqvWW9Ev1Fg9s0tlHUdhdDMqf/nf0FfR9Yrno2H3vAxZOqGD1aJddwYbZ58dzmSrzrkS6RFx53iAydEf6twLnez8lRPQnc80IJobBsB2vbpGZvw+EYUB2zAwJFaJ57Fk9NaDnss6Wi22gp/TiJSDrS6M1Rc8f+mkMo+M4C68VyoO8DMWbrx1kR/TI7NToXAZRYixMaNQfAq6WufKEUxbkyt6ASUfKJMnl/iGbreo5ikc7SgNZNg1mbzO6J/RsPhk6VVWMaUX2qAblHtbZ4mVJdAto4pHdWjX45cm/ZsW0X5CaiXU2jq6WPJXsc2TTZnBiKpmLO5UwDqOtHmB2iEqHsoolbL4ql7peZ2Nj+mmOmfxRI79bUO8w2WRsrwipNTfeuHd2jyHK6Fuxe+0Hm4p9SESrxnll9H5Dl0oSTl5nlYqQJmYs4UBBeudjxofvXfPruHiJw6BtuuiWpOHa9UXoW1dnyC3O2x9bsQklTkVNdX/VHvQUnDAOUGqio8oNGoFT1L/OF/bB/9kt9/oUhoPdHmuVIuoj094xHM/VMsz5mgouFXBtWGsxXuO5XDMXz2sWWj7/92DbILFX8zPPMZ8YhcHlxIITM9nk7e9cv9AebjG49nwlWvPvIEvfG0rxpgcUz4fpuRRndrHS8r2Wj7fMquhilNol1SPRWkZHUFsj7eu5f7ay1ye19XPKEg5tL8EuA4X7EH1ZW2DGMxi+4SnNEl0crFx5HYXsXKHHFMjj8xlIuGlyFuEFy1dOqEzDs7SLdfjQ0QgQJwTZbcYZGTYJrk5GukfhUemphviBNZFI7XrYjq3bgeruy6puKbIc9SGdq4MOuodlLLe+ekJ0aqQs0G6E0nr2u+XtvXRAedSZ8d4D2Wud0Z2oNDj788IK2GTprszGVFPvRDKAfylzZuH9dKK9YuX28s41nuAfNnRA3GXeonC8R4q21rphSOlMJuNT0qMK8ebnR5oWlMSvS0FiKoVlFwtMtPH1ux3264F4qSFnO6EsJQloK45Xds6nSMC8EXSXbK0MxPk3rGFJ9rUZMk5ioCuSD0D+wZxJ3V2iN3sLees25zuBoaRpwtXJmOG5UfrTzGdcgby149rTlydU9JFgzb6kpCtl74lYYOk8/WNPRMtT7UdMuTUhcLHqG5Nl3LXnRvtDg1xTBBV21uG5p++ysvm8pK9dD2DpSLUGWqa9eEUMJQk2/7rRq49huLakiSbUxtu+spUde13Sciun7BEsBiEDuW8r+RCU5YVVey4UhHGWSOVDeeOWGIIWPffx1uEoMDwruaYOvpdt+tBY1rs5DdTDcVeRkn5CitNf1mhK0N8ZPuvhMR3j37shLVDW+hbeUnoKlFKb195I+W6oVkP7eSPfQE7Zutm/Gu6HaGIe2jdnB7Dh0kdQvzQ53HrdMHD69Zv05mwslWDWnS4prhXEl9Z6orZuUkQLxzjHExnStDnXDntJ21JirOlbaZtarniZkghvZRCsdLKEiEWrcxxIxrosozZ3Q3Bl30+/H+b7UhTuLeE5IlPeGnnpX2KtxXdLgwbLlVbU60nZ1nQ+1J+hQiFO2VA2ZyUupnCbbj1SFtj2iucFnvCi71HDooymh76203/fWIcBlcLUhunEXLX0v1L2oPk7fl1nKZ1Iet+puQdctw4OG4UrJSyW3jhyNV9V3kUOyNd+0id2qUA4yo3/FC65WLLqxzLQOEZ2r7sKeyqvSuXIbMd5SaZxJJ0TbB/LBdLZCzDRtshYv4ucAIe5MzDY3Qr5Us9XJkVaO4dIRDmEOsqEGFRMNY+JyhsrrTeZE6bKlLEwM1QRToc+BRRhxonz/9UNr+1aEvg/c+KUJPA8B5yxQ8LU5fGwSee1IF0ZYLLFe4+TUlSmNnuc+lPP4CiBQX7mhIL6waEd2l2XWhQg1epBaJ9s0iW50SAnkVnCrRHCZq+bAf/fZNxlv2/l4KBRxbPetdf3Onu7Q4LpJGMwWxdRBXE9AFRXmlimXn+qRVIjv3KLe0T18jXzb0Dz1xF31qDfRCKVLWD/TykWYUKwpD22NMLc3Dc83Eb91LLKRucPhiHiVqryL1EmDRSbtvc76/AwexVNGcAXGldBfesI2Gu+l8keshPkETRJDtdyQ7fzGjKRsZGLvj4YajKSaKyN3gixf6gCPEwgB15uQ5vPrNTe6tkjxTlhcW6Q9LgXfOfpdA4MzcmGeUl4cy+uFWRDRXY68+ugOJ8o7z68Y1/ZQ0hLCwfql5UZYvONJ39gx7qwn37i20/NT3b2aFpNkxR8iY12puVWWBzPGvtdj1OFsYzi8nnGv9LjvXR5lBMDmSfDIorV7VduXVL9i/vF9wSvETz4B79j81K9lXDv2j90sjRF3pvti3b+PDueUfrH5qLhoKWxUZsVhO9/qrIXqQDVKcpY69V0gthVhUBNj1WDFBeap2lwxHSY5BhJJWVxncuvZf+3I6v6BV6+2rOPARexZ+pFDjvy17qMM940oPPaBe/f2jNlTaCylmISb27WVfSdj1S4PQtxNelBmoOM2WVPYmjaWSvK2SVDFIA92ftPm5Xsz8r63aw+dEjprzm3tZCrqmHRW12825tSOl8Z7UKemLxeztdbI1uDbGobWR50B7+x5F0PM3MHmwifefkTZRi5e27J9vsK/1Voj1ZrqNa0qE7MVtTnV3CrtXcZve7SN1eGwVNHiecZ3hfBkA3db4xqGYEa7iSd8qGLO70s98ybDlVtLtSyWA71bWLqmamfFjQUh1tdvQqMzuveMB0M//daRHyRW37GkeNh9oLB44nj4XT3x6R7Jmfbe0tbIawvj8AyGlk3N3f3WWY/Ova1X4zsewahZAmCVePViy5sX19yOC57ercmL1gLQAv19C1D7B/UabyNxo4ZQTCyC1cL6TZ6M9bLHO+XeosNLYSyeLgWufS0myEJ3aMijI9f2SEYJMdkX3xkS6tKxxY5kIa09KkJewFgE31h/PBFl3QzWhLryg8CCf1cLfyaaghvBHywIdsPkVTKTyCeUyvUWsKYL4xWFvSBRoSilDRxeCdb2aVVIa8d4Zb1Fc3Lc9guCs76y/nIk76wRc6l70cQD9IeEH8JsvAwxnSRSDAWbilLUWcNkbQs4S2G2beJq2bEICSfKZ6/vmYZUBTd8b88qHIohu1msDVRTSMtgPRUX1nPOGom/2B1k0oCa964mzmlqWeTj22qfXIBcHD/q1bcYiue7y6tsxiXDYP1US+8pk+QBUJKlXGOb6K+MyzuuHb53NKsGSQVfAxgFAxnqHjo5d19sfNUdKOeVJmQ2UWt/uJpbLkY0VBWGPoIK/f1qrCr8/LHrV+neWuOHY3pHo5FExtrLbNuvcXtP3NcoOFePt2F2OAAzrnVSp6WlBfw+0b/5kP5B5PobC6+8ccNTuU/6pHnbZGG8a6FVuleE+x8v83VJnysxuJCj4B/0PLq/tYqJ/ApudPPCmThO3QOH7y01hyrDlVj7ATWBQ8qRKDsb7aQzGR7MKZHe2j5MPYSMvHskoxp34ORRiyDBo8l+t79V7N1PXqbM2lEihmq4wfgMy+XAftuCRMZVTQ2pRTRa+4ud6mfMcPHkQNT0S9kHdhcN/6PXPsvtfsmwNEsztZuQYryW8VJJh2jtFfKU+qQqyk/VaVUduwBOcW3BP4mMayOmNzfC6h2tWiuFtLZmviktCHuxasV9jdRy3ZRTnlGA6TnPGitq/d18lyiPrhgfLInbbI1Cu8juNcfmI+YAWoPqYhvsnZ133JsBc94OqkVQ6hpIlVdW91Pfm7MiNW02CVtOeXydUbJCETcjiBKCpW3T9Izq9Y2Zce0YL4TFJxvSW5FPvLpCmoLUlJw4hd4R74S8FHwo1sE9O2vwPNq53L+3wwlsD605z2Jpkok8Pp9jE5G2MUehRnkazEE3PRlbF80zqc/AOGtTVelkdGcu1IQgnYjEttdaeRdVetJV7aoi5jf7jHbt7NCrM14GVbxy+t6wt5SOXw6sH2x59vyC1ccbJvV743dVtKZG8FRdsniweSF9oqwaCxA7ZXGTaa6HubpzVhqf0JXTeQbVaTpJ3UF15CviNQi7ZysWW9ukp0rj5s4KJZrnHW7TIfuOeNvTPr1kvFLC1pyv5nOR7pGR2+99TFg+q0HsaB0LyqsXlOBMbHCfoIloypTWEJKyKDR3zlKs95hJ/actM1Rgue558+KaQ448aPbcvzjw7mJFaaqyvAjDpTksFOul5vsJsa72q22MI1QdyRAK0R+1ngD6FAg+z02dGR2pWJZCRfE7ZwU3qT63sSI/2Bx01bEKe+sUoMGQi0UzzvtSLm7uiBF9qfusoO1U3HHkrkpdIxMPbOLdTPpJU5EM3lKnfkKiqoORl55xDf79e4JAXlwY31Qhd4HNobWUWnY07chhHSkxGDU2muq2axx+n/Bdsebguar7j5UH2E9BCbODI8khi8zysmPoI9ubJdt31xCt7VMIGamk9YkMbqi94guEnSfVBumT/tm0nZSJD8hx/c59+1IlcqdkdJbVPVws8zU6sTYuD9s9ry9u+f7dI/7+O+8jjR7nFS3Omntnc+IS2O/J0S/iTIafuJAlWPbo84sxLMCmouRfanx1HSggJ0fwGV0UhkuPBqw9SuU/AZTRWTPVyjkpRfj481e4uV7jHvWU5y3uYORF1dq8sDOYsKwyk7CfVBE/yTIbXdsAq/NU0yO+h80HW1xqWL07sng6cPm9S66Hh7T7KsBVo8x4r6P5nsjqHWW4dMSdQ1qPSxGGRP+ooX8ED+7taHxmyJ70MDHu4gvK2bgJLhXyOloDYm9NetNQiZBJjpBrZ1G462uT2FKMdFhOqrmmRpRQyzGpZMJTb2bCUZ1BW2n28Y9O1HtMHBkzflTKkwVdv8RhbXlWT01KobtvFY90bnb4psUyOTiSqAt8+kph8+4Ff63/MFqEsBXr63VQE2P0oPeF5mvv+Oj9Wz72sfdbP68w8ScE8wstopg4N5qFuEqMV4XlO56wt+ONl9auJ6RiUfwHBsJiRN69mDk3LlU7t2whBkuphGOKYpqTAGE7GNLXjbTfv0XvtsjVBf71B8S7CDS1dN2iUJeU5tY2XOsIXzg88uhgXdFnpz7LXAkF1UhlrKnu6PDDsSrKENCM4pFc7L5URHN6jm7g2MBaDDkNnaFAw9cdCDFzv1avXrY9yzBySJGPb183Z8TbBvLG/RuuuyUbrkxwdEKg9gG3NT7K7OyPJ+c+lmNamGkNyuy4hM54EVQxSslU3qDO6dqJbFyEWtUkx/S8c1Cy9R3rBL8XKA59ZbAmqQLDzggbvh7PTsQ2U3VuRupdprZGgm0f2V8vWX6y4fDBbMrt7zjam+oA12Bmqhierjfs6/oU47BNIoh+XxvIchLpTgZbLRWp41hR4brbvjxyJh4Mqgvr0ezO7EzWqqq+VhhlCwCkS7TPTEE8L2Dxrm2AY1DWn3Asn2X6K4dKJGxaZAzk1jNc+eo0WkNtqQ6M9Zes3RKm1LwzB85hz2jKJzmnJHWsQ8/H7x7XeYk1nj0cBZNLBLL1iQxdIXTF1taJ7ZpVun3mg5c3OFG6HCkq3HRL8gwl1X8Ozriwjir0as+7vc4zQk8qiBc0gVPBDybbMNwTlq1xbxqfGYtj07VspZkdqkUzEkJm/25Vv26Ym+i6XDtAUFPYrq5vZE4jhl3CjbWrw2kGoBTCdgSN1i90MZ4cH6R3HDYL6wWn0C5HZqFJd/wBs9sabH7lfbC5va/VyL010LbApFhVKNCshjl96WLBtUbcXy16tvuFteIySllVva92UQ1JTrtgBQGTTEixoHfaf6c1o86AB3KxuRo8xGBVsQBi9JymSQSfebzcsg4D3715jXd3F3zo0XPe2VzOkhVanScplr6U2p4qDZ4ymEC1CfSa4+i6bC3ORjsHSbmiYe64Nr/EcF/yHedxHudxHudxHudxHufxwvjqIlCV75GyN/SokpC9KyRxLKJFZ4MPDPtokJ+zz+TiePXxHetm4PuHxxQNc6ShrjbTLOBWBrFy7RDVWYTPhBlrCqMcq7VKNO2Lx397h9sPuM2B/PCC7YdayqrQPgtVUFCIN8LQNgzf0DNcNVx+AoYrTwMmqNiEuRfQ84kbIlR9HObUAVBbh2hteFrvwwHGXQOjww0mA+APxgVp7wrNbbIUwCSSV0DGUnklgjYnEWs5pmzmah6YEaoXem8BM9+pVBTq5VEM3dBlRh+P5EMg3jX0V86uQey+yujmVjxaUzincgNTyWy6LDz8wA0/44Mf49P7B/zVj3+E8QPGfQt7sVJ0tZ5c+e0LnsTE1DBVanm96DH6mcnsByxHvwLphcP7FBmtKKDZQG4dPjqGtYPbiL7bzFFwPBgU7QZDAyYhQnKYdVLmvnAKrhtx247yzhNYtKRv+BC7Dyx4/iOcyXX4ioRmk5SIu0K7sYivuU34vjBcnBDypvxyrs1KOb40fffUHNqPamna2rPJxPPUMruVnD1FUGGWAqhVR6lQPDS3Cv/9krSC2492xDax6xtKqRU7QNgJ431LZ3zi2UMOm5aLYkhqWsOjB1v6i8BmsUT3tmBfaNcklh7X4KwUPZiOEXPqzNVo3FIny6cTp0IJ+0xaWyrbUi6KOJn5MSVUVEIEYjBtta1yeNXSizo4Fvd6+kNEXLGCkL3Mz9J4bFPk7uY1FXqbz+5TS0Iv9F93wL+1YPHEOE5TislS8vb9E8pgab3aIqKuNd8rfp+QbjzyPeCE81ThzUlaZG679PI6tAKQ5ibR3AX27y5m6Q83IR+pprJ33dxMWrqe1buF/ftqFeFgDYUf/l2rqLx709PcKZef2OOfbSBllpsD7dWK4ZXVsVdgKXOaTmoqykjSMqfSqetTsfeUIhxy5HtvX+GDFzd89+HxcW5Uoc1JELV5ar0G477gOz22PqqIqu/KXA33yduH7PvIYbMw5GF00BRk563AoU4+a+NVNetOAIVpqYlW0H1CmI2GSGlNX2jMjnefXKHZERZWWDLxn5YVGSqrjN4avcCqU+0+GEJXjt8nJ9+TsSa22djlbsi4XW9oaEUOm61VAqqeVNBO1Xw1Na3JkUKpyEu1EXl6Fnq071WrKm7VCPp3CT8W3CHV/ofFKuUE0hjIgyO+3cx6UWmpXF+uCI8O6FxsAM2ucgCzVkSXWulXkfKxcjNrT9IJWZ/uP6Gm3YpCTob6N5HSeEpyNIuRRUxctD0LP3IVDuxiw8X9no89e0w/BlaLnjF6OmkYJ/Sp0iCkQB480nnCXipdoxB3tdFxzkw6Y5/XL/Yr1Ez4KzfUCOOvXWx43q4Z17bwhxRIyVOakegzXW6sx0+F87UIP+zRExqX+Y53X7frXJwYF68UB+7gKIP1+TFSsEGXcwlpNZrTQp9y9XkpPP/6NfGwIscHjBdw8dEbhjHQ79bGXxohN2qNX5NYysFprQA79tPZvXbB7sOJn/aR7yNKYZcb/nr5CFuJyGgPcOJChVbY+MDixtvnldq8k6PydV2IvjNiuE66U7PgGkcHaXKIHLaQS31v8McUyqT4qpW4MfFipoXm6+ZZ1GDhk1JPyabezcbTVLJwszUiZn9ZRUu1nvvkPMGs2uuyUjDxPF2aNsyf+eTXc7Xo4aahvbFJHw62uedW2LfKR374WzzdrnHdsXqKmgY6FZhDJlKx42rdcf2aJ/7dpWkxNdA9NKIllSSqTSFF4EkgLaz6KkxFAa2lfCTnuSpjqhqZOV1VPVrefD/53pISnTX8bIThUaZ9eGAzXlgPvwbCztIDvld771hLcyrRuVkknCv03siv46WfVY5nnaspDe1qR/tYpbCnXmrTfKjOiaWBmY22HyxtoU44vCocPlzJGMkxloiIEmO2ath91UVySgiZRUx025YcLZ3ge2GzX9DvI/6t1nzlmWPw4nNS703vxR29K63zNhwKzbZqfgX7e3trjT7z0s08C9MGq9dgB6j6Z9Ux6IzYNOk+UYR+1xAWI+ON1Y6X5shVmYU5a2PsqTPBtObGxyOuzehNw/rTth7jrip9K5U8Xm+97R+zQKh6N+uF2XuPJdoE/6KMyDSHVWsgozWVo0xdB+wC7TzjTUdz27J7U2eh4bkkHeY5TrT1LUVZPhnJbYNk6B4J68/YekgruPpEYf25Hv/0ztSYxxF6jzt0tKk648FDFSAMBxgveGFDhCk4nGxHDZSS57pb0aXAX//Eh1ksTcE0HMxOWDBhBR5pdQwWfG8K++bUFmS0gCM2ieb/z96fxdiWpfl92G8NezpTjDfulFNVZdbU1XOTbLKlZkukZVGiaVgk9GBBsmEbAvxgGTAMU/KTAcOADRuw+SSDoGBThmBKtkHTTZni3ObQrR6ru6qyqjIrM2/mnYeYzrinNfjhW3ufyGJ3VRMGSjCQB0hk3oy4EefsvfZa3/f//oN19F5UVib3hCDkaSKSo5dML2MRCKMHU3qPHmzjRx6lioyk62DE5NiXYkGwbXLaVkJ06RXhuiRmEZ8MP7UWiwZuhKgPeatjsZYEK5/6uhIBiXIypoypCYi5HQse1Ytox78q8Qc9FanpbhXOK4pJl/jClhCF7vH9r2glgLebSVMsxUMqUPswcszQoor2hZiShoucbCuNkE+eTijAQ78uyHZqbMpMHcbmDYYxshKR0TXjqDBkCtNrQhLrDHsoMRJzsVsZnwXvpQlR8v9mRcs06zAq8qw54On2gIfPjom1fL246ygzN4ZMey91QDRi+zA8H4MT+aA0xSihPtgIQSWFsE9AAkLf+CE11I+cAxW8pvUWk3khDnYR12SEIIWUUmLkRZAPGzVEpwlR8WB1TFPnQnDNZGeKXgvxNYPYKdTOoFsxljMW6ULcwMlIM/dO5tIDwTxfxmTEJ74n+Raev3dIcakodlBdiBS0OdX4I485zyguRA3jc42xSclRiEpMdYrfePQm3S4ZZWwt5QstqjS936DtLlKsItnaoyIU16JeG5x1VeLCDIGswwNBUOAjynuRrGs9HiIqRuIgM9TSWStr9ojKDVM+hgJkcIEd1AchXVsYN++o9d6rRYtrOCG5zeo9/8M0yf9E7TeooTMaHOCjAWUDPiqa7x5SK9mDsnXikNSR8jLgSk1+LQTCr9x6wa8/n9Mk1FKK0IGZmQ7ZXg4Us9Xs2gytA7s3HWajqV5KgG1fSfHbT5OvVGtEDZcO/THWoUpErZpUmMr1JO6JkyglXCnnsS+W2KalsBbt7tIuDOc/NUMZeWBDsrwY0Mx8rXClGVVNSg9nqIgqvI74MiF7ntHcUf4t69uXmlBmIzdkuP/ia5QKqyzDNAkJ6ZJsOQSq8x4VLP0iw93q+PzrrzjIa26VGwrtaIPlH3RfEpXXVE7pV58cCTKm5bkJGdw5XFGcOD4qTsRaJOb4HrEQSMVwP5NtRg63uO/KQwAN2bqXYlBrJi8dppXgZaKgUoVS2K3HNF4sQxKvUZzn9woe04pnkXaa2CrMlaV/oyV4IwadtZXGyohab1ADxmyPBNla/MJAo9cWfZ4xeaaoz5I/W66pXgXyTUiqvTC+l5Al1VV6P6r3ZOsUOt25pIYdlAE3COJxb545vvzeSX6IlhjvcdsngUziyg2dfxz4YYxeQiAFnd065o+gObYcfCzXdXPPMH8UmD2sxeV+MUErhYol7taCkBtBgZpuLNRN65k8F8n6UNyLUlKNvDeifM0Xkb6xXDUVPijunV7z+PkRBClkiULKHxrl6RMxMTZNOtxvNG9yqErTtW4K1i9nqFpsNmwnvKKYAuF1B76QlAExgo24ScSXg4rRYIOTvWwoakMEq8ZGxdaK3fkE5TTlCyPFfRIihVzWQusquklqosZCWfYhUYDvCwt5XyrZn8h/u6lNClopmHTdQWFlD4+R8rwHnYmnZio88iWgNN1tMYyUs1GKg6EpkL1XEFA/zST5IvF/QPYPVxpZK4UZ+Xv9VBpY3cr3Tp/Iew8WfHLO337RjwXQTaXkuPeAIIBKeJ4Dv0oFtVezF3s+Wsyt8LSMHhsPrEF1juhFkd97Q7CKV82MVVvy+PkRMSj0rCcuc9bbEms9rrfCn/YKBq83FQWdc2ofdTPc8sygdCDGJNiCZPOjUgPwwxlOP/ICKstlxNZvc/JWDlwxZVPsIhibJIetGf1vAB5cnbCtc+azmtV6gm/S4dntjcJ0L3YFQxcZclJ8hRgzxuQ/YbfyALgqFWkKDr/XolshlXVHJe7AkC8FDWoPJGm+vFCgM3h7y/WiZPJYRhauUCiXiwdUIW+r78QG/ehow2VzKC7B+71+dGOV/8FoYjfgvIOrLQBRNvzQKWwaf6gglT/Bi4fG99/sxIUTkz4taMTN2Jbhz9bAjXHRiGaFsN+0tU4qGPBzj572xOscNzE0x3ocW46k/DROGCN0vKCAg+GlCqI6uzXbsvqa5+JyhrrMaU/ThrxT2Fo+j+7hk19/jQ9uiZqsONfjdSkvRDlnG3EYB8i3GrvVhKDpG0v+SoQK/TQVd32km4rNQPZJIbBuLT5W+TbshQcD2bftiDqXa+n3G8dQQBECalsTmwZVVcRZxfq+xU3SfRw2GIUY+CkZd3RzjW3EGyorHXkhnTXA1uvkXyT3Xt0wv/NJHi5u1MkALoYbELRiUGRGa1BKMqogFVCdfF9zbNncN5gazKOcR8/v89AgMv9MTCfNTlNdKLaVIc5lU7HXmmwj6yvbwMcfnUFQTD+2ZDp1oJ2QwInS7RZXHWbdiJVBWk8MRX0IGK0pYiRfanxlCEZjew8+kq265Jcjjvom1+guEV4VSbkka8VuOtSxJaa4lHyt4HFBd+pktNyJQ7QKcUwGCFYRCkFqTOvJtqKi031k9iDDtJHrrwSytaK4El+qvdt6ENPSKPfJFxpb+z1i2znytfxcsWi4gRwbLZ8/raHRxFYrKUDSGGc/xksuiUqjNjWzJx317SLZJkhBo9L1lt+X/IcSOd1ebukXh5QXYka7vZtz/F5HtupoTwqiUlRP9uIDveulwCwM7OJ478yywbbFiDxFJVYGg6ceAUwyWu2nCr/K2M5ydi+mXAJkMnWw66ExE1Rv+O/R2sWHUWigoqD7ZtfRXM5oNKL0jQmZTUpW06Y9YRvRXtMeGXwuruL5Uo82KsFKcT/YvBgf0EYTXCTbCJJuGoUK2ZgmoFsong7pE9I4tjuLLw3d7T6hMZCtxbLCNoNaUgrtYpnhJkLHGJITVETQ7YSixkG0QkA1PbrLmX1cUp/p0RakugjYWtEtKoKJaK8IhSgihybStCFNRiKhkL1OxEhyv3ym9ge/YmyctYP8OqJTTp4vlBDO64i+iuk95xCgvJT8PlsLmqf7fSGpneypN42ZdR/Itl78tpKhqmmDoOFGBFAx3WdAxv1OsdsVZMazrA/Hn1VOO/rOEp+WmE7hfEGn5Jm3ye1fFJ5SxLskUJIiNqGFyQpojNAJ7Ed5w77OD3/9yDlQVdHx1uySj7o7DEo4EuIUvcbDWDX6Um6ALRynsy1fOX3Bcb7jV3mLjS7Fvh2bDhmNnwbKk5rOT0fFiXagUdz04Rhgd0gcqKnioioxTaQ7ULSHkdtvvOLlZEG9zDC1lg5Hy4HYXZToVss4od0vEhUjy3cit98+52dPH6NVYGZa/qb/MdbZFNUYmVF3CrcTo7XuUFFMpFp2E4WfeQnjrRR4Ma0DRbeSQtH0AdWFccEKMpQQHyMPQhwiAIz+VIfwz8x5v/+/h1HQjTwuNXSAVos9w1pjX0gnn69g+tyjfaQ+NuIEPfcQZMw5HDQquYtrlw6spLh5uZ6JDLfsiZuCfCVL1m5h8tLRz6QIyL60wm0KaAViHorPgcsihUQqKNKayjPHvdeXfOTPMEsrXJ4pCSkQCF1/eUPbG9Q3JnQLGTOZFJqarUtUEHlxzC39VDqYYEWBNXILekeclHAwoz+s6OcZVz8emL2+4o+dPeOffvdt1jqT6+KTorJWuIn4lLkSlI50naHrDFpHkdwGsJt0DQfu2BARotKoMvyzXiXj+xruI7Jhym4g8Soxt2SbgHaG/vM1i0XNOyevOCs2vD15wVw3rEPJ/+l7f5zttiS3nra1YCL9nZ5ossTFUpTHDbcWG+rXMy4uZ9inYmBrN/L5otZAQV4Z8mU28jxilaHaXgqgENL6N1QPlzJmTu89zguxGGlEWTYUBTodsNrtC/1QWDER7MDUivI80h2A6jTl3a3YozwqEzoia8dVCl9oGQV2fu8VBmxfD5KVWGsmz6V4Mu3Qxca07wQ5yNOoTC543BeI6vvuidZI4mr6PWNRNYwOpEgaR53qZhHF+N++MtS3IvlSEhLcVIoCVwkJx0wKdKtRTSd7QmbJ1j2686y+MKNYeUKmuPrSlKyOTJ616G0jxp5Ng97VUOTEshDDz7Q/xMzic0V9oimvZBQ8oDZjNIuXtzk8n22Ts7gnmYKxtsQs4uZi4xFrsTFAQb5KnmV9GNe2NIr7z2/WgtwVF1Iw5Cv5OcV64ElF8usOKMUvbKboTj2tgXyVxlKlIuy08I7Seap8QFlB9GydfOMKMdecvpCCxGfCvxuy4GytaI6VPJgJac/qpPBqBZ00u06oD10pD6+G9lBQu/pWhvIpWmknPLNocxl324jZdrSHE9xCsk6Ha2w6MQZ24klKmAxrY9+wDkVCd2jFDijx9kZecSr6VUxcSmQEXqQsyyFGZ6gihs8ctVxz0yUPLS1G0sP+25wmw+FcJgrdXKNdhq1ljOdKTZ/OO9NrQmX3XM4QJRtvGFtrKMue1XpCWXV4r2l2ObE1FM8k7kd4tXqkvQzPp61j8jGT/XL43IK+KWwzcH5vTF0GPpSKKdLlh5dQP/ICqm5zvnt9hq71aErXpC47JjRp8BLKr5Mnxpcdf+T4E06zDf/586/RdBne3UjihpSjFMgyR2v2KfKDdf+QTyVcTYGY3XT/kG9ekwrcbsUp+/w7p2N0Q76SB/P6K5E4deiNJb8SD5SBd2MaLwRZr7hYTvk7yy/hk0eF7wzloxzdQn8QR1mt8AAi5bUcIJvKECd+dIQOO4tLhUg3k89aaIVxYXRzxqh98TRaFOwv+eBOO1ba8OnCaai6h/+fuBkxRkgjDhWFs+NKhT/pMW901NscPswhGkwvDtGuCqAj7tihnSytkQytFH1I45NMuGTbx3NmDwyuSsXYC3mI7DZQPl6j7kzJl4bXTy65fX/NP/nk87SxQreCCKIUvlbSaRn5ff1ESRxD0JxvphydrelPxFxVfVyND7qvIv1FhW60jHvrgRujUmerZSOPkaCl+DK9rCW3Udgimb3lGe6gQvce+2qNfRk5+O4d1t0B+vYT5sdbdpcHYrUR9mtSD+7LyMxe64B3BueShUcKOB58s1CK4MFN5P6KOaaMCGLqIocO++Y9jVrRz1KBkQJOQ5XRzw35MpJ/WLG8lfMwc1wVE867KS7oMdbFrzKKs078WJ5PsBs1WoTkK9h9MOOZmSWzSyH/j67z6dzL1578osFcb+Q9zW+ELPeOWFSS3+Ujmy8dobtIcd6gO093mNPPDVWUzSoYQVOjRvgljRoLf18Zdrc17Zkjuza4tcLsoDtOPj47K4bPQwGeRtAyepE36yapCFHgpwHlFIffVXRz4Q5lG8ivQYUU8dPJ+/aFSVEaOo16pYhqjhT5OsPsMsy4QSeUF/9p5Gn4d4ifdh9Xw3g9gNLEMqc90Pi5pz20KCd+aSpCt5Pu3s8ENdW9Q1mDOywJuWHzRkW2FXTi5c9l2B1MvuMkUeFgglltxItHaVht9iPExIOKVSbjOhdpjuXg6g6G0OQ0xktcPTeLxKnn6GDLtsm5e/ua568OCNsMlZoRQZDSiCgfilSD7oTkOzZ11ghHKCHb3aHs166S3+kmYnhcNV5Gsum5iRYZ3+6skKQDtAstCPfQTFu51q5M8STpDB2cusXXTAmPrJQmy6dDuLiG9lT2dVD0G0VUGlUiz8OVFND9NOXMZYruMKB7RXEtYhGVmkBTlzJWihHWO+JktvctTIbPwUrTFaVOJuhInDj6qaZ8KUX0cA5EI27y7ZHEq+hej1ypfKNRNu6NRNPfMZ1MP3yW+FIbR3Yl+ashN7SLWXqvHjQyhlSpMKkU3W3hDYZ1hu6soNXRYEtNsGKc2s/SvTEaU+foPlDuOmLvUG0HvSMczsgmHX1vmM9qdk1O8BIQr54UhFw4yeXljTD2yMjDHXze3CSijluc03QuF/+xXkkyyM7KOktjVuUNmE9bwPyw14/eB8przpcz8qUmSx0HkCpmBV5RHdXUgO6NOB4rKLTjd1Zv8ODJ6UjqG5Oxh5eObNcldqPFXyrlaA0p28CoIvG5wHvDolw8SMZ9vcDh/UxRvRKkoViJ+qS40nTRcvLOBdsmp/vOQgIYZwoVSrSP+KmnyDxtk5OXjs+dXvDe49viJG2QLEAd0a1OgbOKdq7FCr+CyUE9Zi75hWK5mtDVlmyVpc3KJh6JSR4fkvo+oE+iBEld7e+nIhiQpeGQHRRb45f3RZQgVrLZh8LgJoqs6pmUHd2qALVXY/gCwiRQHjd0raWfG/F50QPyhMzalXAUdKvwc08/N9itbFRRSWFg2jAWgaaOfPe33mTzE88pip6wmyaoWu3NJq0EhUadwkLzwOGkJjOeR9+4K+tu7rGWfaRJD7pJ5OOOcaNyE7lm0pl5UTJNcxklJy8TeXhVGmsa7MUGXl2iipwYI4uHjuJa86t3vkBe9Il/JYfNwPcYoHwibLcZfig0szCq8PJVKoLSBhc1goY6iW3JVz161xFKKxyVyH4klOJNMGnDisjGmMvGtX5Ns7sfiGcNSsH51ZwX3QEP8oCxXgKCNxnVU8vOTNCVEzWTVlQvh10d+iMhy98/XPNqPcV962A0+zSt+Jw1W0tUFWUI4CPuqMJnmhy5zaG0dAeWfqqZP6jTsywdbz/TNIcKWws3RLK9SM7/cRSKEGQs2R3IeMeuJf5le18QqKro+NzbF3znO6+Rd7KviGpNcuMADDJ26mbyTE0eGvI11GdQ33XoVksBo5XwrHTE1lJAhUwldDQSygzdOKKVa9/NNGVuMCHuEaebarxPb5CCGN1AgtWN4gnDON5SN3gvQz6hzxmJ0SOKpTVualm/Jp5RtoHLL0nxNH8k76Ofyj2YuFOU99SvzQm5onzVYa9rMf/MM4ngOkyIecVIs4gmoU9pdBJNpJ9F8lnH5w4veLQ+5MXFATb39FHRnUXstRRE7WE61JcwEJYHVEP1ae0P7vPpOSkvZCRTXgo/NV/JONQ0kkgQxvcjl216a0f/YiGTiU7icMQIMuAzQSNCpscDePAI0w6mT3tM7eiOckwbhPfaRNnTrcLnkZhFzM6It1+Wxl+1YvJEA4FuoXBTCbWNJx1ua2kPLbaBbLfnQak0lo/TMhUlkB83hEy86kIuk4vBVypaMHkgFAHT6cS9CiPPcHtX4+Ye3ciZGHKInezFmk+Dm9pHqANlQqa6mcbnGd1CFO+ukHtiGlGa+mmGm8hoNBhFP9XYSUte9MSqx1/M9+KAhPz3M1FWS5iwYnPfkm8i+XUmflx5JtOOaY7WnknZsdpUWOvHyLdwKOfT7IHFbqE9Zj9hSvvS8AplZJJCoXdrUQHny8QhLZKP4kCHGfaSwZtNf9oQ+vd7/VdCIs+LHpVMJaWTjGknFcTiZLbDT2te3bkNCqbG82sXn+P9R7fRr4SYLXCmoA2Djj1mGlX48QEeiMyDckm6c8a/P7gmh/sNm1DiKk1zEunfaPlTX36P33j2BuvrCfnDXDKITjx2qzm/mDOZtfRHgXwpm68vFB7F6194zr9w9iGZ9ryRX3Bodvyl7k/xzBzgdlYY/zrS6wwVBXr3K0V7aGgPI28dLgkoQlSsmlI4YybQz2zKQTLYXUCrIJcs0wyOz/LQJDlq2hAGflWsO+ls0uhAxnupVB84T3/QS2tcaejn0G9y1k8qip2MaLKtyM77iYE8cOdwxflmymaTEVNu2k1llvaCXPhSEW55uncc7TLHvmvoJ+xN1oosHUBSED27WuA6Q3mtsA2JiB/Hzz6E7voC/CSwrEt+7u4j5j/X8my94PzVnJDJSMdu5GF+/avPyYzngb9PttpzZIhQ38rJVwa9K2U0dEO15XN5ALFaZvavLolti5pO4GDG7paEBFeTlnpXUKp9sZTXCerfpGJXgbm2+1FrNKOSsbzy4/fUUSeTPpVg/IDeSZYauR35UCG7Mf5xTi682q//qIXUna8i3YHm7GvXfOXoOb948D59NHRRVD3nbs7fePgTnGcL6SgTh8gtAps3ReyQrcFeG7p+gltsOZnteJ4tknWDfN5g5d6oFHodMyMZbXYIohVxRD/R9FPF5VcnZLtIdeGwW0c/0ZIhONXo3o55hDGN6tSgVouRbqpoTwJxIiiEL6F8pWhuQe8NH706IVsZlJfuekChTBvEZiDGPWodFf0iUt8P6KOO8nsV5UvGwj5k4IOISAb0igj9VNCTYZQeCuFFhiLxFHvHaFswRrUMPzSNDmJgDDP1SXmbXEMVljApaY4VR29dseyOabdaYn4S2bevFBxnuImhBFTnaI8sIYPqMnLxFYubRW7/ppjgrl+3uFJRXkXKSTYaEIpSs6ACsm0NWsjHu7tCys6v5fuEVC0k7THpXkMsArcONpwWW/7k8fs8uXPEL3/8Nckom0BTFDiXj5FavhRkWTlDkWtCprCNx6wsaCH9DvFN/XRoggWp9YUSPmTt8JXBFylHsVbUlzk7cuZXasxwHFTBQ8B8RNCYfJ1QZ6twjaDr/UKI1uXLmpDLRuMrTbYJuFIx/1jTHktTFK2QpLsDcI1KJPGkPM4DIWpmBzVbUxIyS5cBSDOtO5nFqRixFx0qt4TbrUTJuLTPpVGUEKIlIy70ojyUDFGZhujO40srxUvl8Vkk1PI5fCEIExFBYPo0LnURlWt8qdFt5PDBcrRV8NOCUBi2d0vZy7Qaz1fdRTFQzRS+M+iqo64zKEkIFPvnNp0FRHmG2iNFP1eUlyV260aupCotee7YNTk6GWpGIGwyVKeZPtZMnyU1caojhvHxaPmg5P52naEqe+LEC7dcmyQY4kYD9n0juxtq4R/0+sN912evz16fvT57ffb67PXZ67PXZ6/x9SNHoNwqx2WWaYJIYyKLRR1RnfgtXdcli7IlGlF4aB14sjwgNoZ4u4XzYowBkBBP+dm+1yxON1yfGexFRsgj2WoYHyVl2w20IhqINmJzz0/+0vtoFXm9umJiOh7sTvjC8TnLWcWDzV3MTnP2hQvqLmP1dE59nqM0QlRfS4XdzxTb7YRvLO8TouKf+C9wvpmy3RWoRxV5B92Jh8qPKIPdSeWcLyP1HXhtes2LZs5VUzErWlpn6Do7dh7BQDAKcvnQvkwz87DncaBFchqtIBa6FaXJWGWPpLkgni831BLEsDfyg9EDKVpFP42c3l1SvdHTB83zR8f00yz5VCHWBEFzOttKfhKMI9bRBqAX1KrfKnhaYHaKUEjsQXkdyFeO7LrZI4UGfuqnPuJOtea/ePfHaE8DnU9E4UaNqNAA2/oCVOWZFh2/++I+//Jr7/PTh4/Y3C34u4++xHZd0i9zoo08vTgQz5CFxHRkIYVOR/CJmyFonRL/lyidn6R5I1lhV4I8qdmU7vO32N0uOP+jnup0x//gnf+Sv/ztX2D3mhclnRMll+7kgkj0SJTP4RWujIQiKeCGy5/UNOpQBAHjCNKnrrHp0HlGLMzeI+uGelKQkBu314CvNP1ccvkefXiLpweH/M7B61jj2bU5vTMjZK52Rpwrco/yiuqxxtRyX4vrKOuiNTz94BbRRgrHiO4MkLrpIvlVg1puiCcLfL7nnwzcJV+IACCvpZPtp0ay/aysm2CFn2a6AA68VkmFmpAcpegOFCH3qFajW8jXkeZERmvbhwvs7R327TXNkxna6RF98IVGd/L7ZCQl7yX74pLjquXlByfk14lzkrgosVJEE3FTjWmFv6N9ZHemsTtB2EJpR98pX4qSFav3kRFm7welkvpq/9wZQRCRa0Tfj9YH7qiiO4KzSc3lwiexBWNAtavk/dhCobscW5ukJIb6WNEdRiZPFe3CsLkvuW/5NSweNJhlg+odVSNqqP54klTOQdCztJZi5WmzgF0ZUcHpoaNnnACgIsfVji9OnvPu9j5vlheczra8XM2Sv5KinwchuydRiHgPKVwHNhNlnNGyllWM44jQJB8iCQqXPUXFCGmc6gtZh7FO780GohJFrvxdUciZuhfV2YDgDvtqrkHJMzV5UqM6R3c6GRFH5QRxs8kixG7keZA9SI2oS9TJsDip90Iuua/GelHF1lBdhtHbbMgwjVVOc1bCWlMDh1tROgczPFOJEkHENyZFISVEPnHWolX0C1lTygkMPXoLJtV3tnHozt8YXaVReaFo7kzJVj1mFzDbFt0Yps9ymqO9AbOtxSLDNA7tCuLOsLMF1aSjjVVCI+VZCcl3MRgwTvZYN4+YncJNNGYH0RjizNAeF2zXYqaps0Co7XgmVC80xXWkPdCiuGzl+g4hzkOg82DJ4JqMGkSolvjRN8Udqvf73NOBPG5Nuib8wNcfuoBSShngt4AnMcY/q5T6HPDXgBPgt4F/O8bY/aCfMUqya4tpxWSLyMj5GMwjd7uCGBXZSgqMNgVG3nrtmknW80l9C9OK+m40zFTggcNJjb0dOG8PRaZsBlNNRinozXmpdoruquTj2THH1Y4Pr05Zriviowm+DMSZJ1tLqKrRgZ+585hniwXfe3pGvMxp7nj6uYwfYgbt4xnfrXPxo9gZTC2jl9kjlThQRqTo6cA3rfhygGxAW5+z7XOutxVdm8jyXlGmYsG2ybwzDAoIRWwViii5Tok3oTs/2hPcDBamv0HM9H6/SQ//D/hUCnxU459DBl85ec6PzZ7xspvzD3vLVTiQg/WJQdtA5w1dm0NQZJvku9UwmoHaRg5U0ynMpWLxcRDeRoDiuid/uUXtGvzJXO5ZA8uu4quL5+MaGu+hFqLn4EoN4CeRrOr58ZNnfLA65a9/86fRuef4YIv3mrjMsWshNPaIYszshDtgGpIKK5JvA9nKJbK+FOBDuHPIZBPwlcXMKtztA9koXaS86MkvcuqioAkZrreyBpL3l/ifyLVQQcaQ2VaI7NqDWemUVwX5ymNq4TLZxopyMAV56i6g6o7YtChr0GkspkKUe3yDx3azgBo2ju39AHdbvnjnFds+59m3zzApaJSo6IDuMJBfa1wjHDjt5TrPLkLiFiqak4g77bl99xqlIs85ETXjLjkjK1HiuHmBXhb4aZF4E4mojxwEroL6TKGeChdRxYjPRXUJJPWmjI0HG4vRTbp3YAz9AuxhR3xWYutEFt4lT5+frTk52LLcVmIRodKST+fOuNFrGQ9FLeqx+vmM+YeG7kCuh4qQrTX5UsZ8rpQmJRiIXoi0bmoIZYavrIzWlIyj/CTH1D0xs1JEpfvzqSLKWmhb0KnhyZLSwBjUQKBPpOeH50fQJ7WjVYQsoDsZ5QwcHtOGdEAK16g9jUyeKSavAi9/Tgqd06+nMGENscqImRjvql2LaXJCYcTvLN0r5UBvDZy2+CRyQcdUSKnxGVVO0zpLpjwvmxn/5MnnmJctufUcTmteXi7gPMMdiM1DvrTyDHSRUaEdSQenOO7rNK6xO/EZyteiFstXyXYkuW9Ho0QFpxX5uUEFw+RlIF8HbB3QfcBue/SqlmtqjDQhSq63gdEodXevGj2dbONxE8MYag40J1BcS8Gerzy+2kv1lROp/s19KzOe7abCTOUz7qzGbiOmGawWFO5QjF8ndzeczrZcFfeSACftdTHRAlR6ENJUWEAFaah9Lsr06rChPp+Moy3dp73HJdf8zkFA7nsnCkLTSuB6c1aAKtI1lTVkOoipCbJbh123qG0jiRzbGbHRbCcZqhBxUR4/7RcVM/F61Bm4ScAlnmDUBbrLkyhLqqWs6nEvK9RhL0kHuTQ5qy+QGrkEpHTJPmUnn2/wXDStImwtvVeo2uxJ+Wl9RaWEhpGasNg0klP5/SO9P+D1z4NA/Y+B7wCL9Of/DfC/jzH+NaXU/xH47wP/4Q/6AcJvicRpwDSy8Zg2jBvYsMiqqmNadCwt9AvAa945e4Um8u2nd1CNRiVDrCGiRUzdFK/WMyZFB2VALS0hj6P538CVgn23NBRS2396izpVrWYK/TxSvjK4nSZbi2Lu+fkBy13Fn//C7/Lm7JK/8+5XUauMkEVCkZR1ZzVfu/eMe9WK2mesXcFvffAWG5UTdcQfCEsxZpF+LkWQreVh9KXHBc2mLVAKSdnuC7HhH5K9GXhPQ5xFUoMlTxPVO3Sa3w4u3YOn0UgwHjhPg5R6vEEKkVAndVDqeKMPI2/gw+Upv/fiPj5odpuC6cc2VfpQ9xqlItdXU+zajOjaECpp66EAlA2yO4g0h0rI+16UflFJx+anGf3M4CbwyYsTXqzmxNowfaKx6YCIOpInLpEcZEIoPFlsybTnX7v7LX69/BwfXZ3w6snhuMFEDaEM/PRXHwDwu1//ApBIsTaFOs+Ec6NcST+1xDKI273XhEK6TOFGTD61iZgi5+g7GbvLgv/33R8jnBfMn6oxfT3bySLPNwG7lY1cd3Kt+qmoA0OuoEGQJxcSoT1i2sFfSza+sUi62UmBHM5DR4lwVIZAz2ASX2St8fcDf+L0I0rd883FfXYuw0VDiIptn/PJk1N6L+awptEUV8Id27wmKFR1Hpg/UIQnOefXp/ij4RBLSyhj3OhNI0aSIRn3mS553xiDq6QBMS2sPg+6E+PTYhkSmsLoFC+dNv8M2hat2GgoFXFVoD0Wt229hd1tRTgvePW0xJ/0YCL5Ov31DorLFrPt8DNR90STeEsXOeULw+orji++8xSlIk+WB+w2Bf5RiWmSkW6HkOb7iKugOdTYbUHI9ZhA7wqNr8Q4MUueSjGzQhDXwlnEpMSAwdNN6WTsJ19XSoG1uInBTSLzqsV1E1nPWcRPAqFIPKQ4IKUa5aQQbc7iiNpc/pg0CvMHmmzrE2qTnvehAGkLYiak+TAvUT7iCk136lGVBMz2ZRDTwiDV6F71q1AtbPucb2xe48+cfouz8i1+88UbaB2YZR35rSs+3maonQETaW6JOi2YpFDuNLqLmMqinJgsDohzewQtivpUoXtNsTTYOjJ70snnNiSZvezlupd9sp/ItS3a9OxYM9q+AHsrij6MnJpsIyaepnE0tyvZbypJHdidWSbPoqQnrDzlyx2hsERdJr5iGLl16AheYU3ATBz5SmKkopJnsluY8RzMrzraA8PtxZqrXTX+/4G7o9OaUylAF2T9mS4wOMEPaJrrDbqR4nNo4saCLhVbKopxsu79yEOdPFiNqGnIDSHTbG+XgiR5edZ06/beTU4aq34h8PMQAzOcAcNzG7NIHIQPIJZFuSJfB4rLFt066ntTtPH0ywJz0uEbg572hG1Gc1smBtOHyZdtnkwy24SIJQNPUdxpQVY6ja1VEg7sz9IxySJdM7kk8Q/lAQV/yAJKKfUa8K8D/yvgf6JEY/svA//t9C1/Ffhf8EMKKMlu0zDriDbDlSIplC45JvWOYlE1nFQ7XpwdQx7InGZiO7796jbx4QTrZbQ3VpNaxnQE2F5X1Jm4ldvN3i1XJAdqn2GFHMAhj5QnNe16RrYWEurk9TV/9q1v8ytP3+F6NcE9qMRzQ8H2+ZS/rn+C2/MN1bylf5FLAnwti+OnXnvCnz75Dj9bfswrP+f36jd4eueAV9WMbpuLa7rTYCNuHlBO088hW8uY6Lye4YNie1XJIncaXetkkR/JtgFbyweISqEL8TMxjUPvGggBHeN+E/ZBpKGDm/HgOA57yHJQBg3/P6l90Kn9d058hzys6pLtspIk8GVGeT4sVoiNoe0tMYhCZt8RyY+Rjlge8qgM3anj8hTsleXwPdl8za7EGkU/sfSVorkVeOv2BQ9fHqO8kDGHnz2gKTqKeV1UsqGU1vGymbFxOf/De/+Q/q7lH73+JX7546/RNpmgmybwYjen92IdEXYWExg3Fp+LP1AoRFmjq56gDb6TDtxXaTOOUD1Yo7qeMJvgD0p8rugOIj4qdCd+ZAMZXMiUQ8EsHeeoYizk/edLMeQbbBQI+w5Ou5iKablfyhpiJio8XffATTg+kXwz9jmEVtEcyYYWnlT8NfuzaB1YTBoyHVg3BS6I+3s+6eivMvHtKQJ2Z7EbRjuGaERl1x3I59LXFltLfqPywLBBxlTcKSUIbKZGBCoWhnahRUWZwfTRAMcnhLUQawHTprFOK4eqHCjDzUpqwyPHouqw704lezJE2qMkdlhp+tdb5gc162fz9PwMh6xKflVyj3wJ7tCRH7SEO5G/8Pa3eHd5l0fXh2xXJUOVMBw0A4IaMkV3FMWjZ2JGYqsv01it0uJfld3ocFM+p5jhykhPFbmMFGyyAjFavpZ8o7ZnFl6r+eLJK37zgyMhU+egJh5XCiFcBZLthagEuwOF3UB5CVdfiYSzlqNfLZi88rhSCpH6JwzZWu7X7n7ATw3FC8v0aWT+UNZqP1HM76758ulLvvH0nlyHZCej3dDUyl5svMJHxbov+Y315/jZ+SdcdhPeOz/j4/NjALJZR0+OXhuKS71HVhD/ssF2ZDjQhueoPJd7V16FlIEoLvW6lYWnoiBU2kH5yhAKGYdPXnbYVYuf5KK6y4wUCX6AzcRBXgpXGTMNMVvb16cSJ2RFeOAqGeEVSS2bbZx8r5Msv2ikOJGCNKLyQPSKusuoqi41X2C7mEZrcRx9t6cFuzPN8npBvS443oq7ebACBmRrGZ975EwdECU56xQRQT31rOP4YMvlJ5NPrdeQKYITE1kd9s/S4KXnZwZ9a4KpRfSgmx7daSYvM3ZnBoyS5u5GFiVpvecvLf1xSNEzjGIN+fnSoEQrtiwsHLExgKE5NLQHk6SMA39ViI1Ra9ArS1iA3olV0PwTQVoFxU8TjpShaRqfpjri40UUNafqkclHI+eF7qJkyQ5KdGP3xVRmP01l+QNef1gE6v8A/M+AefrzCXAdYxwYKI+B+7/fX1RK/bvAvwuQT47INgrnRXlhOgkMVc7uK2Jg3RSU1pEdtYSgsZnno+sTNp8cUG7UPnc17v+toxw+sVeoq4JYinxe725UugwQ5lCFSllf5j0//y9+C03kv3b0Lm9l56xCycy0fLg75R9ffxkUvH56zWU1Yf18zvpqAl6h8wiNFHC+inxweUqIX+U/3v48y7pkuyqJQZE9y6lqRXPLw6gcTBBjEUfH9W2Xs9pUmNLj22S8mTJ87A6ytR8DIDEpn671CYYN4ybLIJkencXlAMOafRFlNOTZ93nO3Jj/GsPg/yK2B/BjZ885fW3Ly3bGb/MGq8+XSVUm1cF6U5GVjmhykkO+WGtERld4oqBR2YVl8IyBIRQ1cQCSNUFYOP6ls/f5x+ptvndxn/ZYvrY30oyETo0GmMrDqin4meNH/OrLz/G/XP83+MLinMNsR24dm/U0wd2Klw+mstEayK9FmdXPpOAprzzleSch0Wc5xgYJ7ywisUmbTK7IdvIeYpHjjiq29wuuvwyTL17zi3c+5D97csR2pjEbM14n5YbuKFIsFdlaDBHdhBSJEUf38KgFXTRNJLMRV6rRTRxrxOwws+If06THUWs5fE0qkOMNyDrI76g/33F4uqHpMppHc+L5gWx4NdjkKu/vR2YvxAPJTaNE9FjF5KkgYq5SggQcB+xZLRFL35tKgHcqRkeuYSaFXj+V/DWUoCPRiNKyX0TcgcdVRvzfnKKfCBLkq0jY7n2zJGNO0NNRRaM1euLIracpI6GWcVr1UhyUt1/qyEvH5nqCXRpMMtrLNun56T1RZdLIKVCl58+9803u5ku+s73Ldz68J0a4SOM1Ks0Sr2OwqPB3WvyLElepPbKOfK8rNcoZrBVSVxzilNIIcnzutJxE6ubzO2zoWosJq/V8vDwW9+UmedrZMP6+0eA3SqHrC1FEdQvQr+2IzyvydaQ+1lz+eISDDlZWvHDSngrQvt4BOdWFHhEdqwNz25Lnjq7RwiFSoJK1iGn3wbZtb5lnDX/vvS/za/O3+Nk7j5kUMmF4frkgXBaoRU8wkbDOybb7Q1dG/YOzegAtztghT+7kCWWTgl5ha7ePCUq5fSooTCth7uWVG6N/1Kd4n1EyQ9PzRgrXNamwaY8ytIsUV4K0dIeWQd2dLz2rtyzVeaJVJIWzdhH6vfKUiHB5lKLKey6vp9jDKAaoMTWc6LHhHKJxbh+subSeblGMvlZDLJbdIaHpQUb743OefAGDlf8XoiBy43k5fGYQFLhIBWRSxGof0ZtAe5jBkQAdAz8tZMLd9JnG3kC6R07UVprH4oWgpKO9hZeHQZ6XSChkFBCjPGv9zMoe7kjWDmL5oCqHfVaIt+DKEiaB2QcW00TaA5WacpLiUppO7WMKZUiROp0UnbqX61ysI9nWiw1M0++Ne2MEa1Gj/cenA6h/v9cPLaCUUn8WeBlj/G2l1C/9sO///leM8S8DfxlgdvRalHwsNS5OUztU4jipIBDb+nKKc4Z+lWM2BvuFhldPD6nONT4XOFa4Guk9pt+lG0WoIFtq1LU8RLaGkLrvIW5AuTjmEimvWC4nXB1OeGf+ku809/i7Vz/G/+ejtzEmkOeO/NKge0X9esbnTy54rzd02xx7Lu87piJB7aSAeJYvePHN21IwJOfs6RMxn/Olpp8HYjLB8VXEbhUhBVQ2vSV6RbzKIY/oLnFitpF8E0ZTM5XIbr404ujcOulih7Fc8AlxSpYFzstCGb5nGO8N8165WX/AKrFyzXqFJqJVoDQ9eeFwA+w58CCiwvcaY9PDqhijXiSZ2yceSWQaFNV5oJ8o8m2UUcrlFtX1RLOQh63TvL89453FK74XXhuRFJW4RDoVxGb4+a1mWxdoFfkTZw/46+/+FJ88ORH+komYpR3N/voDsbyoHllsDbqLUuB4MI0QTIcuS2n5J6g4cnB8Lhtd+8YR/dyw/Jylvh1542ee8G/c+zq37Ir/R/XTeMAfCLoatUl/PyWDb4ZNNBVQGcmRPRVJA3rX+LQZSXSOOHgPSNPNh+CfRRhHVCAdjFFDMW/5hXsP+Hz1ir93+mW+++gOsdMyDogK1SnsVotTeoRspcax3PauoGTFKrL4COLHiu29Kd1RRMfET9nJemmP0gbaOIgSoRKMxNmA/GxfgJ8F7NLgzjrciaJ/lZGtJY0gZHHsjIdDICY0T2bdmfjGmMhyXWF6GXWWV+Ie3Zwoikc5pi5wt6QzztdSDBTLgF7VqN6hDgRdMm3EO02mPL+zeoN/+u47mKWMV4IVLy67Ta7HLWMeXdRgcydeWzeJ+6nQGseopRWU2P8+z9vNtIAhL+9GgxONIEHtpuDFshRu5A1eWEyEexWT2EQx+hu1x5HuXod6VTL/RHP1JejebJke1GyXFYsPDHYrxeH8ocLnhuUXDVEPsSQR08PFxYx/vPs8VdkLf7BNhWRgjPEY3k/bW2qfcXa64sWLQ97N7qBV5O3Dc6ZZx/vLe5hXOSGP9IuQDugUgH2REBEj1IKopGHxfaQ9Ts9MJc9rP9VkO8P0sRcOTZ/ilpx8nn4O3Vwy1bIkXBL45ua13ZvRhmSzoRRMH+0kmy0z1Hcm5EuXrED86CE2skMSn1UMGoO4uBuZtHhA6cjJZIsPip2r9qMtA92hoCaml2KgW8DtyZrL7QRfDQ0j4gUW5RkL6WdLMkAcY4+i3VtKXC6nZFspHkwnzu2mS9FhA+IyminLusl2jmzTEwojgiQtxc/q9YSKDuBMQq9UCEkgJNfal5HpE8m/y9fyzaZN526vhSph0+9cZgyZitlOuGabOwZsj7rKcccOsiCO65kUzuu3BMnKrxX5UuJ78m0Y+cEqJTWYVkROII2G3cpINhssExLtARDvPJ3Q3j/oLPy+1x8GgfoF4M8ppf41oEQ4UH8JOFRK2YRCvQY8+WE/SKXNz+WpyxhhQ1l90UR0UNBpmk1Bfm5RXsw39cbQLSLca+ivc+wng3EgAhcngridS9REfsUYEqtuXKPBuHMguMYsEhvD9/72F3jffEG+38F0K7yLbhLJ1+Ifcv7wkOVxyb/69ncA+Jvf+gnMyxw3DXKwdfDTbzzic9MLfnkzQanIYtLw4sNT6t6Iz1DKGROuTUzmYmHMk9pcV0KqV5BdSzDyuPBdFK+rZJQWtcbcUN7FrEifLUjHinT+SqkxriCmLlelpPZxAzFmj1wNkOaQk2dEeaJ7+K2Hb9BvclTuiVvL8QP5624CqtEwBXWZy6Y++HEMyg8X9yZ1fST0YJsg3Jb2BmlPa+GMlOKh8o+/+w628JhGUT1PTtdeugtbJ++TLj00XuJQ3l3e5U/f+i5//mtf51F9xLsv77C5mOCnkt4ep457d6/onOV6eSKcjyHDSUG3MKhYYbcOnynKoqc3gXonpnLRCFoVrGH5eUM/lc0jWyo+enjG/z3+DPO8JVzlFBey40UtHVooZB0O6MX8sZORXi6IonaQbT12s9dk2Nqn9xjHWJN/hsemkY3TijIzaiXGfANim55BX0L3csKvlm9R3O95e/6K219cU/uMVSfk1VVb8uTxMW6W+BNOiijlBI1yEzXm3vVTQQGKC/WpgllQQTWiICrPxhDa4RoGq3GVrImQRabvFXsTRCdmt9HEvcGhSrw/nf4c4jjCLKsO5wzlhewJwQoKVVwLD7K+EwiHjtgNUFYa4WWC1olJpyCZeMXffvxlLp8dSKL7vYaD+Y4QNNfnM3yTibIpGVgORVJfZ5hMOHkg788n49V+olKTGMf7Jd5QpA5YM2YYQkKc1KeL4jwTBeVUzGyjFiSQ9C2CZit8s0cdfYpbcW82WB2ZfEO4XvOfPWdRNnzye/eYPtNkm3jj2ZICePpIJxRRxo3KR9TO4pcZ21stNhVw8cY9G2JDUBIz8/HqhD9x9oDLoym/9ex1nDN8291GqcjkbEv9dEa2kgDbkes5nOdaxBoqxbsMjXf+UHiTdhvEx6v1+FIOeiF8y8/QnefgI08/VSLweLUF5+nvzAWlKVNB0Hsp0jLF0I2YXgoUN81QhaE9zdGtiBsGBCtYWHzs0GnMFworCHnyVYq5+NkNYghlIo3LOJtt+Cg/lj1nN+yPjOhtc6ip73q++fwu7YM58ytp/EeF6C6Oo1q7SxOKxqMbEZ2EyhIMFGVPmfe03UTGj5nsMaMyLpcRr3C09qHp/SKjfLbD1j2Zk4KMGPH5AbtbSYnog/CjdCYNnZdnZ/aQMf1AeRmlimltmvx0ilgEIrA42rHWFb4saY8kcJ00lsvOJSInHnvUeU486eA6Z/t6IOrI9LFkedom/ewhyDuQGl81ckeVF6VktpWpl9k59KYRxDHPBNpzXs7N4Vn7QxRRP7SAijH+B8B/AJAQqP9pjPHfUkr934C/gCjx/jvA3/ihvy3KzfZlIrUO8RNRfaqrVBOXFr/IXENnCTPP4dma09mWD92tlLEjm7MKchFVlA6wOfJkazPC6vuUcMYOVgVRUsU8YGc9xEyyexZCuo21yLx1r8aiq3hlMY9n/Er5Nr/02ge8ef+ch9d3Bbr2crD8/OED7mVXlO/0aCIrV/I3V1PaMkdvJAdKN1IYRKLMyEuPjwa1M8R5RG0tMQv4Mo6binQOspBl+nejxdXpAdXy3/RJ2RfYH7DGjOGcQzaWjA60kJETl0Z9n93BwI/SrcO0sFvn2KtkJLeTonEoYrO1pqssWavItqkT6288OKnjDrlwB/qJHMjFupMg58ZJx6ZE3RSMdBl0GvOwGB9Gk+71MOoybcCk3CYpjCOPlwf8X1Z/lD//ud/l/uEVf/TgY/7P6o+xuZ6gTMDawLPnR8RWo0o58G1SgapE1B7c2qOGSdHRGUNTFMlsU07zfiEHv90qZo+Gtizn4Uoc0MsLTXEJIKNB4d0ICfQmh093MX1eRSB+CopXncNs2vHa6YEAm1mi8hKGC6IkslrcfG8IBqKNMn5Mwol+LpFEVxcz/vrHf0QKgMqDU+jaJFIpmCjcocG9X4oiqF4hLsy5bJTtSaQ7DkLsfJQED8k1Oo6jLpH1dwtR3JkO+olGtxY/kW5UH3V0XSloV0IJQx6lOEgfeRhxQrpHqQnwpRH00yv6mbzP0MHsuScquP6KIh726Oss5fSFhGSGkUgq7tfpHlWOus1Bwb/0R97lXzx8nyZkfH3zBu8Wd3nCMX1j0I3sQdol1+xe4yaR+pZ0vINJcMgGl3tNNsuxSLGrW4dOyHAobeqILWq122+beTZsxsTc0pxG7h6ueR4UxEzeM6B1EDJ5cqqWkU7iqR0GcBpe5PQTaL9S4+qCi4+OWHyssXWkWIYRWTCNCBxQ2VjYj1wWD9FG1PNifL5jamKHg0wnLo9zhrrP+LuPvsRXb73goGq4WE+5vpwJ9yUP6MOOrrSUj+TAlCkB494OoF1IdIUoE+pavmAbIXgrF8g64UGpYfwWhBIQMjGlNbue/ljMKn1hxkJ2L9ZgvM4AduMxvTiVK2MoX3Xo1tGeVuRXHd1RLqG6u4HJghimDmcN0sBGI9W+UhFtApnxXNYT+iNPfwC6keKxeiGjVp8rQdg01NuCrFXjSDb2wzkqDbRtwNUqZQJKRqrq/ajQbpuMEMQWRTvAxaQCTmjNOMpLBU+UrwWr6I9Lue4ujteqPJeRLoBqPVgZw8ue4SmuArvbmupVTObDcQ90yDYo99Sm5oAUDjwrR9W13QlCfHUMfu7JnhaCrF7mCZWG8qVm9iSMI0/JBk2/YggJ9unnbeV78o1wiE3jPiWsGopD9fsUTp/Kkv19XvoHf/kHvv4iQij/AOFE/Uf/P/ysz16fvT57ffb67PXZ67PXZ6//v3n9cxlpxhh/BfiV9N8fAX/0n/cXlucyB9W9QK/KhSTPTkaXQxWpI91hIFQBv8qZnO6Yly0fPDzDvsyT+eD+5+ouUlwptk+nEvGSSWRIyKV7HXgBIN2NTjYIunK8c/cl73PGbp2xuL3h9cNrnq3nXL5cQITiSY5pJZjQtIruG4f88uVPkk06dKvIr2X040v4jeVbwFt8vDym7S2rdUW8KMi2Sgh2h4n0VktKeMwixQsrvIksiq+KiVRPJScq20jsR3HtROK5S+nqOhnzBcZxTsSMY5yRXzGM4waS3DAOGOJclAIzKIJ0knCmMUJCg0CqetNCdVxT3HY0XUb3eEpzS498NN0q7JVN92N/b0wr3AnTBrQLuMqke6LYnRncRDN51krnVEh348tkijlxwgkzgsa5ifBndJqZD1C6aaXrMg2slhWzox3LJwv+o6e/iKo8X33rKZnxxJ1B1xn0ism1GpEN04osP2oJJC4vHPnFDkn6LjEqUmYOk3v8JBCVTsZ2kfJcyK2uEjHB7u2Oe/cvefU7txm4TYN/lKuElxetjDqCUWIoV+zHBuVFj27kjUWrUb3cL+VTynvrEopoRr5DyA3KSYyPNkrGQloLghfVOEIAQZO+9OZzfNR8+N17mLXGXBhBEG7wyob3qhKPZFS7AuW1jBCKZaC8VOxuG0IuI9XyOiSUaD96UkHebz+VZ9JVksxupoZgI2ri8MuMcLelv61QWyvojma0KRkURMO4Plgln7fK6WeGGMFdVBTp+a4uBZnc3rWULxXmkaCYuoNiKdfXNF7icOIQqip7RVl1fOXsBV/8wkv+Rye/yn+6/hrf2d7lk80xPipM5fA64rVI8OPWoIzCzHrC1uArQa+jFvK9q1SiLSRlXMhSNx4Jk0LGSZlBf7/3TBpRCgonJF8383Te0G8zprV8Hl+ADxo/CfhkZTAaU+YQi0D+KKe4Vmx+smE+a2i/ccjilRJUt92PRlHQLizaR7q5EITLq6QAA2IVKA4a4vdmI7qg+yQCSWNdEATK1xZ75Fl+44TfmC04eHOJ1oEvvvGcJ8sD6o8WgtpMHc1bncjNV4ZsJT5yppdxUVQKFUMa9QvnaVCyEjNMF7BbQZmiUaNaT/VCdHalRh0JxUHQRzWSvlUIKaIl0RwSMiLIdk+23I30B388pTivwUfJcqwdzd0J+XJvSKw7z5DdJ8+bFnsGHbDW86XFS369flOea9Kay6NQAjI1XjsU3D275un2lHZpx4Bu+SdimwApBibbxr1xJ7If+1wev+75hHkt516+TZE1K3m/0YracAwjjxG77lB9GAOpQy7qyCFovbjuxb5gyG0s9wh4deFlTK9h/kRI/UOuIZCUqfvP3fWW5qJi2ghaVFzL+6tPNWgxaiWAO/SUT8WWaPpIMXkZyHaCSoY8eZP1STCjFWSCMObbmJB/WefZxqPrPpH77XguDvddDcq7m76IP+D1I3ci1w6KKyH52Z1HNS7NqweDQEVMoy6lwS7F6VafRR49PWbyfjG6Md/0j9IuEZMfmzFYVjZx4Y0MKdRCMITYyigIE7k/WfJv/sxvsQ0FXy6ekinP31//GL8+fQsfNR+YM6gN9rBjd2IpHmeYS4tbW7Jk0ikhsYr3zs/YbEv0RxW6V1StKJuyrfAHSIZkwg9SyRROUt7bQxiyy7qjgKmTSV/auEKmYZLv4ccUIMzgbJynUFlA7zoZAQUYVD3yd26Ajgm+VEE8VsQETwvBd1D/xDiOELSLGBOYly1aB9psMo5dtUuwfopfG71KVPJ+am9AzDObDtpkTGnks+nMjMpBX8io1+aOk4MtL8wB9julKLGCgsQJG8YUw+zcdBF9balu9/S3dsT3Zuje8v7zt+iPHNnSUFwlK4JSfvf0mWz82S4ksrIScUPdiUoxXbpMB5SW+ft+Pcu4KVjZgEKuuH33mj95+wP+r3eOCVd2dE8eJMq9lXUuKe8weenFvyXKxqi75OcUAkHZxKHQhOyGSmsohPWeYxStTr49WhRcADGOB9qgUiTCWbXmc5ML+DI8X83ZXE6g12kcLfYL+bWi15BtZcSonYyGd7cV7aGEbYvnSkT7/djItAG78/gijWQGhY9KPldWfG+GgOmQQV72dMsM86zAT4P4bpHeT7IfGd6/ClJoDgdJzIwUY0buTbaRAjsYiBNNvg7oXtOcyHgvW6c128e9GkvrvQw8jxSZ49+7//f4ubzj19oD/p9PforGWXZdJskAnQEnkurBYBXg1tGaFxcFQ3hqtBE3leZwIDzbRsw2lYsiQTd6VPsEJYrXmGcQkkzcJn80Lya4KiqW24r8eSYjilo4aV1rIAtj8WT65K9mNKoTjt/ubmA6b1i9mHFwngjYE8XuDJo7AbuVcUx/u8dWDtdYspcZKJv4JKA6TZ47tpVYxQyjNhmDx/24yShUsjbp7/TopeX65RxdOX7y80/4/PyCv1N/Gf2shCYjlDGJGKSgCLlYGQSrxCg2KUqJ4rmk/F6UMo7jIuMeK+9BM33SgFJy6KeCKpyJAndw9A9Gj874AxFcuVRg5BnBakKVoVqP7hx+XmBfrfFH0zQuEzuZwcYASDwhL/6AO+iCRmvH1Lb8xOlT/sGjQ8xWk62kiBloGMpD0GCOWtZNgdlqce9Oa1+ChEWOr3ygmyYVckR4TIN/nwFjPX7qRV2p0udNDv6D95P4sclZokjBxiFg1y2jyi6FU/fzXKxjGhHYxFzvr2EuHm8HD1q6Qyv5fqOnWRL9JG4sToOOHM52vGwsbmLpF5H2BJTXZBtxHFcO1l90cg0yoVNU50H4aSkQWXdxP3LW6f4ThbnSBrQzBJOEEH3cgws6Eb5AxDYuFVUg/21vdJ1/wOtHW0ApKTSGzUI5WWAwFDxygbOlIeSR6rmmPI9cfVWxuZhQPMnHwMYxHBh5aAbXWlNLJdvPGGWcyoHxA29CFpFIGhVBRZ7VC5p5xqHZ8Wvbd/ju5g5ff3af3arEFB59lWE6hZtpZkc7tqYk1hazlRiHoYhTEQ6qhu1OOh0hxsr7GToH3cv5Hw0yo22FE1JeQHGl2N2XTcnNJLAz26Qu3EpYsvQc6bYNPhzDQhi6VxfGzTdmVjbfRBCPKRJB5O1x/3eGl5GA3EjqZgIjSZcI2ydz6mZByESSP3khnY+r9hwbMUndd0qjLDo9+HLIevK1orhohRjfBeFApdT3kZS7yWknLacnaza2RLWMaAgMB2qUZG0fGfgoq23J/eMllz/Rs90VuIsSey3FTDDgZ5H2rjjw2iYjX0a6oCWQs5eNM0xLuawhUljHNOt4aWf0Wg5GtBRiQ+HWHina48ifvvMhPzX9hF8++hobPx1RRZzCrgRxkVBfKZ5Xb4kz//BcFGuRb5cvBIEKajASTKn0Ssk9BpRKhNXE2VJpExnMAVVMhxyMSshoI7/15A0eLo45Lrdkh556thUXeWcJEeo2p3k4w25THJBLYoYmYjPx4+rnin5m6BbgZhFTK2aPI77QZCsnRfPguxYALRE4g1JseI7jzJHnjvtfecaD9+6KMWNCHQdpfEjEbNOCc0kun6LkQ25wpaJtM9CRfqESIiLcF7vzPPv5kvo1j95pTCcFd/SpgBqMZ30yK7USPrwLBX9rt+B/+8G/wvn1DKIieGnw7MrsJdIxfRYTKYwoO3WXGqUo/m5SdEtj0E21uDaPeUVycA2H2tBoiU0DEAS5pXdQZUQTyTKH36XfnRAgWg258KCiAdUyhtCanaa565ieSczS5OOMYMHNhQ91drLCXc/oTRKimIixnrN7K56qI9pNIQHXl5H83LDWc7ROaNNQQCXkzySrElcq8LBcTvixzz+hdhkffXCHsBFOVJE5FrOa5W1FWGcUL+U50D3jYQ+MzusjZ9AokaB3XhD5JKePeUaYiUVOSDFWMTO0Rzn5sidkhv60wtZOCqP0DEWl0C4kjuh+KwyZxvhAfyQmgPaqRm9r3O0DQTAmBX6SUVy0I4ojsU+p0QmCkEQvzbqvLT53PNiecK9aMr29Zbcu6FWOctIkhF6hA/QHkaLs2X58wOyJcE1NK0jwEM6tO0HCTZeK5SZNDKwUNSFTdJs8NVjs+UKD03t6v1LwJZTbiVglTHLZj5H1p1IiRRYj/UFBLDJU36QmPYzXLBrY3c7JN35EQIemVJzjk4der8CKSnM2b9jMCyn4Ggkpnz4NbO9p2uOI3mmKc01zFiguNO0h7AoxVC5WkeLKSbHqEq8qxBFJGs5cEdLE8f4OIcmkIimGpJjMsz8U8jS8fvRZeJV0gcVSiJ82t8ngL6J2GtMDO4knKS9kHBAmYK4y8mV6iIZOmj2wAtLNomSh+VzRz1NCthk6Mll4tpELqRMqdb6b8r/7+r+C7zTmMsPsRGI+c4yjQOUiW1ewOba8/oVXzPKWjy+O8c1cFn8vI76vHj3HBQ0/t6bKelzQfPL+HRmTJM8nlTYIMQ5FYP5MJO1RR/pFpHpuRlKdkPjYqwv6lNA+IA7GiBrIhQTFDiTwgYGJIEsJHsYjaoMYx/GFGKHJQSKmfhp86mbjoNqQjThPjtRinR9wxaA6UYRpIE8kYBVvEPhJD1IiWQYjP6+fZ9itS269Sn53ZkdJP51m/e1j3KGniuKifFMIYGtZCBLBAoOju3854RNn+Nr9Z+Qnjt3dnHe/9xrxWiJR/CRAL5LaIT9M+b1TeMg0apIJITHKeASgzHua0svt2Cpsq3BT6BeK7ed6yuOGX1p8h8/bS948uuI720JGkEGB0mPWnS+TO7IFnwjmuh06+CCk8tKk4lcK4GjUXgFk0gHbCzoxmFWaXrpgySYT+NsmPvJQ0PhpoL6sePh0ykMg5hGz6CR+qNey23hF1qm0ZkUgYQpFcS2+VbpToytyyAZlXqS41OQbxsZuEA+oEJJ31vDe1JhvNzve8fmjS25XK+7/zDXX3YTLesKqKVifT6HTtEcJ6cvS2M4JIqqdbGG+QKxFruxoc5HtIroN1LdyusOIaiWL0O4Y19BQiIuzf0zPGLSt5a88+xf53sUtVs/mqKCIWYAsoJyMl7KNFJTAOH55NfiMDXuT2z8L0YLZSPEsZqJK7qO/ubGrsXAY0Ebl4+gBRYzoac9h1fCiimMnOViyRERC7pNQQyURRCgjiztrjA6Exxl2B6uv9tx+/Yo3Flc83y4ITyqKbTJl7C1RF7z4ilS5pmVE/rWD6onFzfaWHnKvEyo8POsaMBB6w8PrQ944vCY7aOk3OVfPF6ODtj3oqG5v2ZYl1Ib80oiLdWq4+4nG7pSM2bSsge29Iu0v+5iVAZFCJ/Qx7QfdXOPLXBTdxR7RN0HtDReTnD3kyZbABdzcys/cdSgX0Ost4WhOKAym97S3JuKZ5IKQ0gfvJaX3TWNAbAxcRNUGN9WsupKXuzlaB3QW8AsvObDXMnqVEXfEeD3Gm2VbUSAGI4Rw04VUtJH2XnnPQloXNKmfAr0mvzCC/ISEDjc+NbR7P63BB0qicMAtMphnY6G2L0jS5y2t2A8lu4eYpeYuiiq3n1jmjzoxX881aijgnEqjSEUMcH01JTpN1gnFpXopYgbbBOpbCnfomXxixU2+kyZue1/G+OUloxGuLzTaKlQfMKkwDkn9OOxT4zRn8PxK/8YFVJ6NkxwVJCVBvokf+PqRFlBRydiiO4x0M4V2FrvNx2Ii2jgerCAPT32sicaTraVCH8Ye5oY0ctgwfQFoxoe9viVKINPJ/9fJGyRfOqLJhDswGBk9LSnXopwZfJcGWHXIXyquFOUryyN7yr03LvjTb73HL1/8FHpnCIUivlZzK1/zM6ePeL285MDUfK++zZPjQ/oiE2PMCHa19+hAie+PGKmB3WjcPNAdJF5CPszI0ghP22S0pom5xlVWjPkA5ZzAWyBdUGaSvDRdf2Ok6k6ju6g1Opn4xWzvD6WwiXvjpVLvZWQYrMJXniYXdCC71rQLNSqMVIBQBNxU0L2bOWMDShdveNOMkuN4o9ssC7AaV4lLPCaSLxXFtR2NFAcHWtMFUcBohdYptiJKTA4K9McVv3f9JhSB23evObq94iosyC4s+bXG1IlHl9DBYiXcHbnnfj9K83C1qwgxxTDkHhdUQr2gmQdiIeOYZl3wn7z441SmZ9WWhFWG8opsKxuNRAsBqHFTO/zQJUPAwW8niD1FgFBISK2vjPj6kK6pj4RKeEtjeLBK3eToci3rYHQxH7zTskA27ehDSfXYJt6KFf6T23Mp3CRxoSZAFFQ05GJnYBswO/Ff0Q7qEzHIHP7+sHmNsvQRTUjPea7G/WBRNfzk4WP+/rMv8aXDl7w1vaA0PZ0/Zt3rcfyuwo29YbRCUMkwEXTmUTGjuExu7T7SHViaQ8X0iZhzotnnELpAzPSoNA1GEzPZd8rC8eD6mNX5FDV1vHP/JV86eMF1X/H+1RkviiParSFbi8IqKikM3S4nTjzdkWR5opMpbCnKRVBkq5gCc40UeluX1GPD6CugugzVkNSxRg6qxHusph13pisev3kEnxR77qgS5CjmcVy3A/oQjzraztKeV0w72N2N/Jmf+SbH2Za/8eDH2byYkSXO1t4jD+KrApXtf56E/SYEv06Izah+Gsa1qflREG1geljTvnvItw8XZKc12MDx6Zr1poJPJsRVxfbUMj2qcVNNa0vslaXfSJGdKZXiq/Y8LVfK+hK1XUIP+zg2VKOZKzB52UvkTpsUWCHSnhQJ6ZM1FFODNK6ntF7d1GKvalSMdK+f0M8ziosGP8tlj2wd3UE+ou2DujxmQ3Em10H30nyGoHl9es3vvrrP+vmc7MpgUkFhGnnffow/DLR3W7YUcgYp2a/EYT3QTyQayBWK3ECoMjHUTeNMX4Ke9YRrM5qgmjoISk2qvVPBJM/XoN6W6+gqg881rkpNb5ZsVGqPaaVYwwWUhmDsWKBMXziaI0N9KyOrw77IHhqLCLrWhCKgZhGWkp1pEk8rKonSUhGKl4b2OMK9hux7FW4m9zVfDo2ZIJRBa4mOTM7iEqej0j6mEuqtxrNPuYCfZMmex8t5OK3Q21r2ziEN4Ie8fuQjPBWl05bMKSUz2xTjEg2EApp7ParXZGsjRDiXZvUzqG9LwGn+CWMy+ugrlMkIRYKJ04ZrGQNnxeo9kC87fCVdTvQaq8NIOgwGSL9zgJFtK4RZohC6D3834/LpHd7/xZZs0eG3lXCZrOcfvXybxll+kzdw3nBxPse8zJlcySbnSynI3CSia02+VJTnkWIVqE+1IF5Xmva2wwE+t+TLlLnVCEfHT6zM7MNwKOnRF2oY3cTMEDKDXaXKzAtqIURzLaTzTIsUPpeFNbwGu4OotXTI6eCNBg7fvOaLJ6/YuZxvfnSftc5ThIpsRspJArhNztvx+1dY6spCoWgOND7PyLaG/KqTMVY5FIAQ8wA2FUPt/j2odL91IqUPh4+yQyaSRp81hG3J9BMpEJYPz+jerlGdprhM3itR1oxpUpbV0o0dqe68jDKNQfeR3a6gd4bMemKUtRDySG/kIbZX8nN9Yfi15p0x/by8FCPUfCmjpfZYDtL8SuOmwtfZ3jUjL0jcjSOTCz86Hw8uvzc35EF+LFDYgJoZoQA0ARXDeE+DZfSZiQroNa+fXvOqnLJtDjC18J1iOkxUYCSL6+S/lK1lZOtKMWQMG0X1It1SIwdnvhJzzSGmZXT9H8fncf9chYS2JUsCnXbXX/neO9jcY61ntyrJLwWJ1Z1ssNnmBqp5sztMRXp/4PGlJZpINxMUZvIq0M019amMy4uoPjVaGEYuKkaCjfgycjSp0SqyXbT8O1/+Df69498jU4a/vTvg65O3+Ef52/Te8HI5A6BbF+AVZelwJhJyj/MFceLFG7MWT7fmWNAn06dGrdGATetQXJQDmpjbcZQwoM0hEx6L1oGLRpAu7ZOD/pTkpydIlOkFaVdBfl81a6mfzCgvDLs3PO98+QnH2ZZfef4O28dzdEJFTSMouTjlJ9+y5PatgvjW+TLSHwQmT/ZefMP+KTYEcUR5sJHXDq/5oJiTXWl6KlCRzx1eMr/V8uvZm3QP5mSvMuqlLDqTGpp+Koee3d0g+CdOVHUh3mnZRtBrlQjEImHPEl/Lj4d6tu4xjSNkySsqZbAOzuQMY3CvE7VEODXRavpbExF7lCb9Puinlvy6IxSG1Vs51UWgvOxQneyrPtNg1cg90r0Ih1xUFNrxhaNzrr57TLYWJHN4TlGJ1lh6bs03vALqqxxfSaFu1jee+9Tgj7FKmREkJhXiKgoHqj/t6S5yiqsoUUJWy/5gBLGJRo8IU7ASX2W3PXnaf3yVjfwmNzFQGrJVJ32999K0p/O8m2tcJeM6n6ux6BVTy5iI3FLYdAearOxxZ56wnuK0wpeKfKUoLwLFZULWv7LG9QZfRPoDzzw5kfdTNZrY6h50uocoobtEJffeF+ns0ANgO5wxGpJAQf48WE7InrA/Ef/g148WgUpka7sTpEP3UTZ/hXRqWqDLw9trtruC7nxKKMQ3qTuM+JOeL775nO89OaNdCaFYJfOxuBV/G+7XNH3F9IkUUcEwepLoBPMOjrODmue42vHktCesLWHq0ZXD5p5uk6M2lvnHUtg0x9I5FlfigPreB/fI5h1hElBbTXtd8smLCbrRoiBpYFEndONKRkH1qZZstCAbVJayxYZC0C8cKliyS1Ec2DqFDRvpmHXrZYThJf9OxUwMzIbIgDTTDkXieYz8Di9FlEYUZOtuVPzETNzMcV6KKy//jnkmhHVr5KlWMMl7wg1/+2DGfTONJxWhCpLrtmUk65raJ78dQY66RcbujnRp2UZz8m1Rwpg2kTyzCDZiK0d3kJFHNQbAShbVfnwHJD5SHDeq6bShecPT1zNMrbBb8I/LMfpC+ygH6kwcc/VGglgZiMl2f4hpF3GtwTtNbwN+Z6GXbiBamDw25Ms4QsV2Y8iWimIpZqz5St5X3Mlh5uZiuomS4m3zuhxeUUn8ULaV78NHTAgJVfX4XCfStfA3zLZDdT26M2MzEnKD3XVCihyeO7svnrQTTsE06/j83QuuTirO6xkvlnM6rwgh7TIqwtMSu5Wxo2kkS007QEM/E77Q6ha4WSBacRI/fE+ckW/y36JW+EVByI2MzRN6ka89tom0QfNxfcKfuvse//Gzn6frDb0J0A1hvDEVdPu4He0irkro8UTTzZWgfb1wJLKNoroQ1Q1KcfFVQ/26Ew5Ur0XFZeQADoXdQ/ZAzAKTrONfOP2Q7K7nL558j4fO8c3ukG/Vr7PxBYVxFMbhF0p4Y17jveZgWnN+PZOu3ILOPVnhaGMJrRGeSyGkcpsIwT4ZIspISp7xaBQYg+4c4IkYNPJZ1hdTtuuS/JOCbC1ouauUqLq8Hd30x2c0QyKxEhH3a1/7hJ84eMLfefJlXj05HA1K7Xb/XI/u9UihN6KXUUbA5WmNv5hj2r0ycsg2HTx5bhpiHnzpUlTNrUY3mu+8vM0XTgXF/+3Z6zw/P0A/LhNiKYbDbhZBywE4OH77XDzi8nUqyNPoSbdu3MsY6ADSC7G5l5HtLPnG082lISquUuHl9zwoQtzzaKI8Z9nO4SoZCxeXLWbT0tydpd+lqU+zlG2JkM6V0BMI+8aB1LybRtH1mu+tbnFvusSf9NRZJvc/keel4QA9dcSo2D2dMXmux0B2KUgEGZNwcDUijUI30IkrKaOy/qoUVXoCGwZXcdL7tGk8pzsv6NVQn2UGPYyyEjdM9xKB4gsRteiBh9n7/e9WsPy8Jl/C0fs9tvH0UzEftrWXvXW8vor6qsJO+9FQ1O6EJF5eOjav5zQnEToLzwrcrR6VBUxrxzXqCoVtguxrSYgzjuWVfH1ATvcPRJD9c9XJe48RGifUl0Gck0QvP6yK+pFzoGQxJUa+i+g+VbBxWPCRzhm811DERABX+M/VvH37gtuTFS8PZmxPChnLdaB7BSE5metAf+xxVzLqGoI2QRaMtgpfSZaRbcRg0CrPv/NHfo2rfsJJtiWgeN4ueH95xvPrBRs/lS7rrGV3yxAfyDzdXlpcq8EK6mWvrQSpRimMTJserOQuPRD5gpUubkBjxkwnD6rVuANPdmVkzJRcVn2uZFwXSId64jslM7So1Igcqd6jnJGc0kGVoPcjOoBYpA53+GcglRstZDofRAnk01w9kb+fPj/iSXciaNyFpXohm38/g16TurqkBOyijHqS2eVAItdOOm1by30ZVDvSSfo98dwJabd6Z8X2usJ+I4egRufqItdpsxTUbRjF6R62dc6tww3q57bUveXqcoZ5Ls7NzbGMHbvbPZhIu80laiGzFCl2oJ9nKG/FaiOZvUYPPmpxindqXHfZStapnwk646eBbGnS55IRcjCpkOwV+koOheJSxmPVyzgaOJpWpLe2kcNBNz2hkgN+MI0UnoyHxo0cGZ0sDIRro0c+mxwSfBo+d4pvP77Ly6MZP3PrMV+cveTgbo2Pmo0vaIOlDRl/R3+Jdl1AgD4q7NKk0Zi8V1dCf+hRE4exAaczmhMh5Oepq5bcPvCD43MANZirejCpCH7VzPjy9Dk//YWHXDZTnl4c4E3EeTlclBd0epB57w8NkbSHDOzKkC9lI862YgcBsL1jxeiz1RQX+lNu17r1e+lyNOJa3GtiVPy3Fl/nlgn8bmv5K+d/iufNnGUno9zL7YS2t3ivcZ0hOA2tIRwpfG3BKYwD3xnyeUNfOUIn5r/mRqHiCtn3ilXYCwGS87MyQ4xJ+n4fQUdoNaHVFFdyUEv4sqB00pjJXuhzaeKiga6xhANPdbbjpw8f8WB3wqvnB0LY16BSHMywDkORHNRLKZQl1UESGXStCUHhFoFsrcUqJu7XmE+jdFkkmsfXh/zCax/R3bL8k4++gL8q2L2c8q1twfZezhcPX/GFg3O+e3SbbZNTbwqi16ityNL6maJrtCAuSgrCzb20h9dSlOabDMI+0FcWnzRV2U6uhRCZE1I1FF+kPanz+4MXUiEle0p+3YrqbdUSqwxfafKloz7NcZVm+jyMxp7DvTJdGA1vVQTbBrKtZtcYHl4e8XIzo5q3dIWnXRhoDXZpsDtFFLEl55spk0dGpP3J2d90ez5qTIiV6RI9JYXM+9KOZ052Zcg2Er0kjuB7+wbSXjzGesWIaj1uaukXlmy5tzkIWdpPgjTDoTAyAs8t4MYGVkWxPunnkuYQrYxEBfXzmMan5kXTLRTZuYVzS3ElFgazpz3Fiy1+VlCfWeJxT/6hpCNkb7Y0lyXEFM6dguXLJeMYcih+lYtpjJrO3FzO3ZCrUan+qRgXkAixScn3R9v8oJf+wV/+7PXZ67PXZ6/PXp+9Pnt99vrs9f2vHzkCNYzxBkQGJaMsCWuWMd5uVaK2VsiqNexuRz53+wJN5Pde3Keuc6m+07xfuADyM7urMnmuJMgTcNOU4VUKpjuQNbUHnOLx+pA/fvwR9/Mrzvs5H+5u8TsvXmO9qfBbS9ZJeeu8opi31J8Dc2XRTlG+kBnWAGX3iz1JuD0SGLq40OPXfZEas7nHbsR8cFCRmF6RrTX9LNIfO3xpZG4+kZGHnWiCzZKv1T52YUBuCOzl7X1At0mum1ALYIS8wyQXtKfpUYP8NRPy+ODFNPBsxm4sgrrMKC+lKzH13vgs5BrXM9obDBC+ZNRJdx2SkiwG8S2ZvBCoVjyc0rjHaPG7iQrVaeIqJ046jm+tqOen5NfgEkTezyz5AAkD6BTwm4F7VfG8N/zYG8+YzDs4Pue37Jv0l/kIy6pGp259IMELdyMkOe2QPTe8lAKlIzELxKhlHDHwcdLv7o88qnL4SpRj2UoiWuQ6DiiTIE86SY11UtH4qXRVbiIqULtL0TpK0S8s/dTIGC5TI++JZDEhRoNCfh84AMp7otIjB3CIS/JFxDwuuXhS8rduHTA9aPj8iTxftctovSVEIdaqWosn28ThVJRw743GtomP9LFFBZu8vOQtmU74ZL7U5KtIvnKYOvHLbhCOYxJGWB2Y2I7//OnX+MrRc7SKvMxm8oY7kc8rxz7WKHm45WtPturxRSHj+kII29V5GMcd9a2M9khTvZAsrNF4dfARG4n3CMrsxFqk9ZZXfsojl/GXn/4i37u4hVKRpsnwzhAag0q8JtMrEUU6WB5VqI1NZsHgWy35fFXHrjX0eUB5i27VaLViayhWjKTXUR0UI9EY4Wro9D6HsYJiz4PR+72OhKwNVhHD15WJvPXOC/746QOeNod85+IO4l8lCFQoIu2hE2WcgsXZhnnZsusyVusJm8MM1SuypQQp968qKOLIwQlm780l4yI1zvZ364JvXNzjJ06eMpm0rFYCWcWd5aMP7vDo4Ig3zy758ZNn9FHzbHfA5a7i0h8Qa0EXQ/odgzVNtxj4NclKQZn0bIWRoiHXIzL/ZIebZth1h+48fpIRCpOedy2ROp1PNAWVPIHCuMdUTxtiZujOpvhSCxE7JI5dK6IkMcOUnFKdjGdHE1nnxUetj4KSZY7r85lMXpLPmUqBwAOXzLeGnS+YRhlZT16E0QvN9MLZjXnyCUyEfRXkfYuhZPLkSyf8ILwR6oqcFcLlTChc4v8oFwhG0U80ripkavN9odfZJhBDGIVARqkR/e5niumzQLvQNEfCCa3Ob3ggkig06bz2hXCixEsvIYxVRneYEYsIW4tpFLs3HLY3ZJeW+k4cz/dspcQrbEBrAVMPcHs6/yu5Dq4YVMVGbH1yKwhc3YsKPYS9H1SVc9Oe4Q96/ehtDGYCDZfnwvPwhUkLQx44FRHTyo2muJQxz+pLnqnt+Paz2/jnE6KN5IkkPki0dSeL0y6F/OUmkXy1lyyDwP8xeeH4YUau4Hpd8R/+zp/EZp5+nWPWhuJcU6VNyW4BDdtY0E0zyrs7/KSnvyooX1lM4ij5HMLdBhQU05Z7ixVvzK74++99CV8USXmXFEJTJ7ldU/GwiQa6ucJNw+gNFQ57QmkIW72f6atEyjNC0g1WpQdCpOLKe0KebutgpEnYPwTJmyQMY4GQ0ruNBptmnUOwcFIhqKaDMBVCftwffgMx/2YOka8E8h9UhTFJ1qNNeVpOJNajT1QE1UsOmeldergGFZV84H65YHe3I5tGiguVxlvpI7o44qjRDgacQbhOD0q+uXkDNXHcPlsymTas1xm61uhOUb5KD24uo2DhKkkhZ3eDUZ/DqQycSQcRMkbRUpGoqEaOXXscKU9qcYdYZCnrTOEreaijER+kIZ+xmyuKZWT9hvw/P5UPlV+JuKBb2tQcBLqZkdBeL8ThmFmUNYk8mub2A4djHIXK+HVw7JcRuSLOe1ymsRtD9UFBUAUfqIO0HtgruuaR6YWiO4j0hwqKQCgjapmUrk0cx2UDJ6mbqzSaD3LYdCItN9sWP5Oxe9DyvIj7usZHxdy2/ObHpzy/XBCjwu2skLKv9OgPZ5MhbbYNokaqPabuUaEQ48wq0NyJlOfyd6LOcKWQkIsrOdTqUz3K2WW0aDAbOXx8rpNPVcQFzV999Qt87/oWT54doXaWqIQErzuF9VLkZut0rdLBt7pdCG9xl0QjE1mck6KnNiXYQD8z5E6KZRknyboVg10FuRF+YyqYhsJKwahiVV5sWrK1XBufsxfMuHR/kl2KL+BoseNfvfNtJrrj//Xgx9mtyrEAM0ctJ4cb7kzXPFweklvPn7n/bd4uX/CgvcVvXL3F4+UBvTdsJhPyFxlmK1QDN9mPT4JVI11i+DM6YnPPq3dv8fduL8gKByZyeLambjPcwynm+ZSPnlc8fu2QMu8pMkfvRS0iEn4o1gHTRJoj2VPylXytWIXRpFeI1uztU5KwxZdWDDd74b4oF4iVFdGE1akIMfuGcXSjlpFPf1QRjaI9spg2kq2Fl6ldJNuE8aCOWiWerZd9O5lryhcTN8dE7i1WfNRk8GCaGqVPn5E+2QhqG9h8zknhupbcO0j7pvOA7KPdXFS+oZBmSqfRlGmlQOkOhd8m9IYgnFkf05mbvKtSExqtOL/bRtFPtVBH9CC6ECpJmSmmz/1Y7IehObMiMgmn0jgN3oy+SAIoq3ClHTPylFeEA0c7VZg6k720z3BT6ThtCpjevSl2Gy8/PKHcKeo3elSnyV6ICtlVmiEfU/cK3evE05LPFAp5pmWMpwhGOMSDpY4BoZdUuZgnp+SOUajzA14/8gLK5+CPenyVE2pRNgCMCqvkhAzSWUQN2UHLo9UB8eGU8mof0zL4JO1dZ2UtF5eK+iyFSK6SV4tidCI1jcOXufw9Ixdp8Zslto7jnH3goIRsH17qSs3kqWHtp8STjuK0xj9KRMoSusPA5++dU9meryye81p+xdzUfPvsNk/dMWojBAPdKWzu6TMrbruJX9DPwdzZ0W9y8hcZrooJ3Uqy8U4e3sEETYopw2AcNpqSZqLQC1o6ItV7WRgghHAf0L3bh86O8944SlwBxjDa1Jm4EvxxT51bYhGwV6IQVEGNm2jMAt1RpHpmxOdpoijNYMY4kBVFdeQqRd/JTbO7/YONC6L+ySHayOSpwl0W9AvhABQr6cCyjUM3PdHsY21EgRgJpSdb5Sy+a1HRcn1Y0rzWY9aG8lwKp3xUjMnhXF70Y/Fg1y26cdA7dD5H9WJgGLOQHLtTSn0vXVd3AF/9ox/xC8cf8klzwrcO7vLk5SF1KEeDuIEM7cvI/CNNP4e4lvccyrRGa/G8GWT4IdfobSK6JlTBd4pYZcQQJJbAiWzXtE4OiMHfy5r9NU2bHIAtHdnC0UxzlC/QnSiBBhRD1HOywWZbeQbszhCtwVURX0XQ0s35fJ+8DnJNg1H0c5t+Z+JdpM5Yd6kjTHy4YGHb5rTBki061AcTFJLEoB0jT87WYHcRW8s/w+Y8KmqU7B2x8mzvabKtFJvVlXjebO8Y6ltSDBZXiv5aE1WQQj/5VAFiQmnBBc1vP3+N9bM5ZqeF65Pun0TdiA1FtpH3YmvhhOmtGGxmG7mO3aGoc1tn0LnHL3OxGrAiuBCfrD2yopOT9eCYTYzoRpBk1TlCVoz7Y33Pkb1vxcQ1WYuAStdNeIcxmZe+eXBJEzL+4asvUj+cS9F/u+XW8Zo/99o3mZiW31m9gdEHWB140S0wKnBgakrTs9pURK9G7yYVpdgL9gaCkCYL2U5QV18oVOU5Odxw+cEE/UFFeybO4dOi4/7Bkg8VdI+mcsD/7pzGwOow2YIgxWC+TGaJLhCNwZeK6ok0guVFn9aVqC9DpkfBkHby+ZdvFWS7SLHMRk6qSqpkQe9lPe+tNjQhFa2mlmDdaJQouK97XJXip170mD7QzaWYspteipfBmTvxhMbtNAfywCJvePPWFQ+/N0U5WdfDfRILEJgc1JzMdrzKZjTLAlcZohZO6VCA6F5ETcPe4KcZwShBiJRKz4sS9dpMiZ9h4n4N0n2JsEn7Q0gxNlqRX/cShZZ8nnxpCLlie1tUdoN6UXXCWVW9x1cZpoP15wP5pebwg4Ctk79aet59JQ2MbeJomGrnPaHIyFaQpXWr24DdFPhJ5M3PvcIFTX5p6A4CeEV+bigvZJ0HmzzfXBKJWUUoBoCBpC5Oz1hCU7QLcly4IL5QMSbrnoTm+x9ePMF/BQWUaSBuUl6au/EFfwPWmzmcsqkjVNjMc/nkkMUzWSw+7Dcu3e8h5GFTzVaS4dQdBmytsVv5WraLyYDsxgVSEWNiIuglwvn+PBjjK9K3km0jR+8q+nnJ6msa9ZrHX4haKNzqWLcFuz7jm+EevxfvA3C9rdBLS/lSvEt8Eel7g2o1dpfItMnRF6A6bGi2e0L6SM4s9pJX2TCka9JpfKd6TyjzpCgKe2g6kcsB8YLSGlW3Mv4p8tFrRvVeLu6gSBpGeqlL8WXk9XuXHJY1nTd88OyMTVMRsjgmXpta4w8coTCyYDPp4kKnUHpPinWlEFO1i3ticDJpw2ohIqZ7qnykOmf0ShpJoP1eqj8U4iGNdidHNXVjKK7Eq6k8B91nCTlhVAQOHmJC8A6YTQdaS/HU9QzmhapTxCISnR7HJ6HyhELRH8LhvRX/9Vvv8np2wUR3zG3Db+g3+Xh7G4K474odgwIb8ZUcnO2RojwHXqqxkJPrwEjWViFiWzHrG2KKpKt24Dx6148jnkFQoDIrBM+Q5NqDikoJdP/FW69wp5rvmDu4ZY6KRqwiGFDG/UMwHIyTZ/LMNScKN420h4r6nkNNPMoEwibj8FtyoHcLQ3EtxUvI9KiO0q2CaRi7ddNF2jbjyfaAt++84r0Xb4zCCuXVOP4cSLMqqXYHVGYwPkRBttTEtR6Lm+rKk187mtOM6y9FuNUQ1hlhY0ckV/soHkvJyV95RTQBowNNnWNXYsfRLQJh5kGLIWJ+mZA9tb+2USshyPdiPCmQkcLqwK7JOZjvuGwN7KwYJWpRJI9kZpOKqBvPrPiw+XGMHo3CbDQhj8RqyAiUv6ecoFTDuFZ+qKyjxmf8rSdf5cWjI7JG0R96/o2v/B5/cvFd+mj57e1bfPPlvTFF4Vc2b6NU5M3jK15sZuiPqxsF9oCCSbGfL5MvWyP7Y750+ELjKo3NHQdFw4vjQH6hMcmo88mjE9a3Nnzl9nPOFzOeXhwQ0+9QARjij5IiTwrMQYUq+7Ty0oALEiLrVXtxze5jkqQHuUbtgUKnZ9c0EevEjFh3Ht2HVCgImhuTFYAvRSVrWkHpB4K/O83RfRQ7nIlle9dQXgWyVbroGlTrJSXAibo45EkkpCOP1ocs8pb+QCwPRqf1gXIyi7x1uAKguSzJz+2YT6ldTJl0ac2oVDx4cGUyGm3EfkZ7yJYKa2Q9as+IZJIam5AJ4gRDLmAUeoBmdGjXtZNEjBBRoaKbavl7rRe38gG5i1IMql6sbPqprMusHojv8meTxpnRgF5a/NYwvYTJy8Ds4Q7lAv2ioJ9HwmsNjbO8eHKEmQa415B/WFFefHp0bVqZbpgBYXOCSg17V18M0xBGRZ5pvajXjUrj7CiAQfJPjFp/qhb4/V4/+iy8XlFcyGhpcK41jUJP4ii3vHf3ilfXM7qDGb4C3xvyVyIVFwlzQqfSSGuYu4dsMFgUx+HutY6mzcmX8rtN8v6QRbMfA5V5j5vuZ8kEcKWcNjdHVsOYrliKsqOb53RfrGkLI7lYwMvvnaIdvExxE1HJWGvxQFNcRdxE5vfdxmLc4DSeXKJ7RX9dEuY9k9fXArOnYrNbGILREDPprro4KveGIFl2chiIt5b59HzblukGiOOOKHySQR+S9WS2rYzvNKOKK46GjKJ0y4xnkTXsVIbWQVCVTO7BgLT4mXSmyu+5CCqpB4d4ClcIAuWqhJZlchhGrVDJQ2gYiwwqk2EsotLaGcOhQ5Kw6j0PZ1615K97dtdHI6KTr/dopM8Vq3ekU54+kTXlSoOu9aiAGooQUb3JARW1Rk97Qp9hZo6i7CjznuNJzT+9epvCvMXT7QG1y2icFU+etR6z2RRgrsSWozgXF/NgwDbCi+rnch3zpdg72DYSar030QzpoNXsnee9H/O3BoPUaJLqrU+bl42QQMjQa3Lj+On5M96aXvLR5oSHV0dS1CvJkOo7C09L6RrLSOzlvpkWiku5txL27LGFw2aeVom8ehjfKhfQWsYMfpKPo4URrVRgmoAxgWVdcut4w90vv2TVFOy2Jd0qQz+3e+Vq8isbuT0p3mhcXwqKa3EzNm2kuOjpF5b1fUM46MBJFytjx7B3zbZ76bI0ZJGjsuYVc1mrpz0//vZjbpdrHm6OeHR1SNeIO3kwMoIxXRwR06iG5kD+abqMGBVV5rh394rnrw4IO0ssZC6ie4XfJbS9MlJAhbj3btMSUzSY3epOige7NVJMpN+lPCPHzGeittR9wNaStvDi0RFmZenPen767U/4t49/DY/iL7/6k3z91WssryfEzoBXEpfTK76zrACYJJNhkMxOFRHzw2RxoDyU115Q4dajgsG0Utz2wXDw2pLrfC4IXa0oH2fsrg557wuan7zzlNdm13xwcErTW3KgbTP6VxXRimo221lsHUY+1Oa+7BHtQbKDqSPZLpBfuz0PKUXjzB872gNDtg2Yxo9KNOG8DeMa4fEMijPt5fv6hcW86sYCuTspcaWmOu/p5zndoR3pCLIQZR2pwdk+FcLDJCM6zYtXB1xkXniTZaQ/TKP7C7le7kBGmE8vDqgeZjK6XotnmqkDqhBFm5omIKJjNMEclJyD8SiINUC+loZxSDII3FD2AkP4se4EIbzpM+gnmVyzGMnWPplW67FhIwTCJB9NK+cfQ3uoaI+StcWLgeer9mad7Pfq4pWhuBKPxoHb2S8M7rRnMWt4+eEJ1XND+5WaIndk58KhFcPfpOJOTcPA/R04bcEWCVWWM6afSNEoNg0pqkYLH0XVThrOTJDKIRPxB73+UAWUUuoQ+CvA15Db8t8D3gP+U+At4GPg34wxXv2wnxWydBAOCICRDYGYpLezwM/f+pjfta/x4H5FnHrYZUx2YrjpB8kssmh9zniohipId59b8rUcBG7hAZPIsxqTXGZVlKBNbQP3D5Z897VDTC1FVMgjYerBK8xOUz0Tglx9SyDT4fcXV+CelKiUbZa9KKleQTdn7ECDBb9TFNeSnh21Rk0Z3ZWj2VfRAwcivizgzY5i2tECsRU3WN0xxtUEq/aQpVZiWRAE+tcxygIZNocB6Ysi7RzIqQCqc8TMYOp95orykcj+OhEjLETO/nw55+PnJ2S5w12WHH2SUJwQ2UzTolra0SjRNjF1cV4k+d6ijcJNFdvXA5s3INtopo+hLFWStotnlvbgEuJht2r0MhKptRo/k/zOOslTK9BwfjXntVtXTH7uBU1vWW8q2gcTimsphtwE/H05EZq2xLTQzw1Rl0SjKJOZ3j4nTdZpAPQiEjSUVcfhpObZqwOuHh7xoEnOyRsh/XdHgclLPfJkfAH1nUi+VjS3Ar4Uf6rNF3spFKc9MSjiMkd54TyhIDeKbqaFAxWSc7tLMR2ZHSHokCcX4kTYVHUvsPy+lhZENcLvPbnP1emEnzh8whcXL3lrdkkfDC4KJ8kFw2+qN9nNcjEzBaK2Y4RJtk0H9oMC3RVEC7ZMnJU6Ul46QfR6cT5WPnWGAcmPg9F/aFa1lNbxjaf3eOv0ksx4nDPUmWFIoBdkIm2yUbgcpvXiRH+So3yknwuSMH0qv6dfWDZ3LL6C8lFOthbhg4ryc3QnhFnViR3EwH9DQWl67p0s2S12/OuvvcvtbMmlm7F1Od2B4ZNbBe3EonpZm8VlOhRmHpbCpRqy8to6o5x0nK+mvH5yzWJRc93MiZmsgW4+WGJAKITkqhsvaFLvpfgcbCp8IGZy7YtL4VENwpyh2x4icoJNZ0CE1a5EtYIO/1s/8+v8mcXv8X5/xt++/HF+/embNHUu1gGJHzhkWuouY6BXhAx0C92JJxaB4pkltop+psZDLCYBQ8iF/xaD5sVqzlvHl9yer3nvkzuYRoQc+ZUifOOA/3Jdcna25MdPnhFQWBV41cz4vdUbRCPXUoyMdUJkZRwmgeBqbOCU11gr9hHaSQRLKIT/NGnTqMlFXGVuCHAALcWATsWH7jSmcegj4dC5qVi+uKmg6rYRi4LNGyV9pZg9lcJxLMZcIFRZQsCkGB6Cz+k1mEh8OKFcyVnSnsi5GJLknqD45KMzqieWyfOIrxT5VmgLYiMQ0XUv90YZcblvFFkS6+jWMZhLu6lcI93vkU6f6b3/08YxGC/LBZF8y5ApsnUKOUeaFZ/sYkwz+JQlv6koHDI0tMdQvYhMnkN3kKYD+Y2m10f8sE8pCHOH6ySXsT0whExMS2XvC6yez5k9MnQHkcW85vpiRlWn5lkLRWSI3xoLwDQCD2WWmuWh9pDzU7iZCRFJa0C5AF2f9qkgpPLhnv2A1x8WgfpLwH8RY/wLSqkcmAD/c+Dvxxj/10qpfx/494G/+AN/ShSu0EBqBfClTujFcFEibcjQKlLe26JUpH4+k0ykqXTuplWj3T16P4ZRE0de9fSLueR1nWcMypqYiXcE6FG5pXu5iYd5zc/9/Ps0LmOWtWTa03rLZSuZXBfqRIwE39zQdhZflJha/H2mj1Uigcqs3pcKN5Eq26SOfwhx1UkNFTKIc4d6lUvmW1KS+BzMcYtb5tQP54QyCILRpCDXThQQpvF76DV5mKg2FUBODBRNl8xEAqhefJ1U7wiLyafQCrVtUMZI5Z2nizqER96wspdxGbRNjn5S4jTkNVQXogZsF4I0RCuwMaRCLI2ghj/r3mNaGXn6KkAZaGeKbJNhOp0M0VSKNJH5ff1TDb42VJ/k4wMgnIuC4kq6Rnvdgk7Gi3lAPS75ZHeLO69dclg1LMqWT3pDyArx57LAK+H/DCTgYBUukX7jEIngAioXsqKMERS+MzIuUZG6t+QfVhSXjIZ62Vp4Ou1aUyyliOymstm4hXTndqvpFyJ00FtDzCI+ZqhGU5ybxHkbOjeZ84ciweppIwylRdc9Y4ApoLrEnWn9GMFjh9gjn0bVhSd8MuXjj6d8cHIbM3EURS/LJShCUEyrlhASv80EskmHn/Z0q5zqsSXbyrquXsZRidnNNNHIWM5u+pE7p5NJnXJhn6fWC3+BCLnxnE3WPHn3Nu9dVpAHMdtcWbJEsLV1TJwjcaA2jYwuddMRzEQ2OgP+dsdyW5BtIF+Leq96Ic8eCppjuYeu0hidVJYBQfFiJGagG03jM/7M3Xc5slsWuuZvX32Nj9fHbNoCH9QY50MwScgh79NMHLrN0mcUkUFoDS439I3l4xcn5EWf7pUEG4dMGjO7jeg2jqPsAVkcScHbNiGiMOaBpoLPF4AR/tmI0KnhwIDMesKdHV+985y/cPBbeBT/2Ys/wvsXt9A6UJQdtS9Q3o5UCO0gesbA9GDEJTzmgcWtDet2gW4FBQtWSMcqClrp84Ty60DbZLz//Jb4sqlEYTjtUVtL9Vwz+W7B9cNb/IO7R+jScXCww+iIqjVmJ9ydbJc4XUZyEIsr4QNlW9l/bFLGqciIHKjOQWFZvVkIQmj3xP3pCwmZHvyNBuQlRqSZTK7WwWh2txLS4wXl0l1ke7+kPpXPmG1S1FVuMLWIOGIi/+sI+IDdBXQvz+jB0Zbl1lK9MNg6kq9EaejKRP7v5PdlG9jeV/hJpLwcSOCy38VM4ll8LgW4rYfRlCBeunH7zzwPqHBDMXzjJQbLSKPoAu6wIGQSeN0u9N4XLE+FqhfldfXKCRnbaClAk6Ix2MjyS5K0UJ6TkKKkbK79KHhRXgpGXXr87UhzUaB78XQbPru5stitpr4Vyd7asN6W5E8z3ETuY3ssBbHwHeVsD5mBVKCFQoQ/e5GRXB5XKkwnxTgmoXldHLtM1fVSN91I5/iDXj+0gFJKHQC/CPx3AWKMHdAppf6bwC+lb/urwK/wQwooFcHPPaFUVC90chfW40xSOYVqNd+6usu2y9E6stsU4GUM1qHo32jpNpbiItn+9/tMvLzqOZzVXB7N0J2MCkOWYHWjEk8q7uflfSQ0hlVf8ksn75Mpz9JXnPcz3q/PaFyG0TIaUhGK3HHncM35ZMr2YkL+wlKm3KhsI13v9rVIf5Y2yJ2RGfBaj0TbQWZfzVu6iyyNbZQYDgKzaYOrOraP5uidTuha6m6tbIimU5hOyI0h12Qgo7mJ8BeiUkISTCiTZOCFxIdJC6V3KLI083ZCxE78JNXHcdyGVunvS7GpjTxwwt0gud6SeDmRMAnkVzKzjwa8TgG4zqB82ohah2khvzIob3BTOUglSDdidx7TSLyJ7hWLxZbD2w0PtvcwbSIxOtKmYBPvpxR42KZD7KVl9l7GxcUZL6qIPm0xNhB1xNSyMcw+Ec5RfbYXCkjgrnRxqnMyam4Vuk05YQ7CxqIbhfeadVMxfxbTw68S8ibrJV+nwifFtPQzwET62x0Hv1NQ34H2CKaPdUIXzXgQC2dvnyM1oG++BOeE+6G8Ru+6NN5hJOBD2hhTIPQgtNC9IC9V1bEtSvJrzeRbOZDLGCDuIzia2Rx1EigvNO2xpm81ZtGTHbTUWaBdWSZPZDNsD2Vc5Ashrvpc4SZiZCsUMoNqIjiP3UXMXKXDT/gnTdDMsxZ1uyX/qAQtiPGwxmRvAJt4DiTejwohcVyEA6N3Gl8I91EFTb6Ccin5htvbhuZUUd8RgUJxrTFFpHrZywY79AoRsrXifDfltbuXlKrnP3n+x/j6+2/CkJuZ/CD0TlNcCceyvJTg7TXSIGbrpExNSEe3zlmcblkvK+pO1Hi0Ke4mBazaBmzjJQ5EyYE9kMdRCtU6Yi7RRMqpcQQyvG9ZKPsRyV4d9v9t789jbsvS8z7st4Y9nPEb7/3uVHVr6Oru6ibZAymyO5ZliRItSjZkOHECCUEiBAT0RxRHCgwEEgwE0H8OEMhRAEOJ4BGBQMeR6JCgYVMURUiWLDXZ3ewuVnd1zVV3/uYznz2ttfLHu/b5bnVVV/cFybrVdfcDfPjOfPbeZ++13vW+z/s8MMpL/q2b3+FPjl6hCJZfm36J7x0f0DSaQa/EOU0oTOymCphCy6Rk2o5YOQdNGTBzw3qcwLABLSXRVuAS2HjJBaPo5eJc0Hx7mwdbfULfgQ3sXJ6jVOAs2ya/Z0nmit5RQlAJ690e1bYnm4qidTqT0pFwlcQTs38Ys9tVS4qWA+2ydjKXRYVPDdWWlNBcJpkrs4ZkqTFrx4UCfcyqRCkDN0ioBpJFc5lM+LYI2IVjdZCwvCaBnJ1JWSwYhU50DHwDumrkvK8dJAazakhWFjxcHc9InnEs71zCVIqNAnl0DNAVlDuBct/Lgro0lOM0Lsh1DEYyCaAyaIZQLyE/l+qCTww6SBYqWVwEAcLZU8KdbE+b1Mr5Fctx9eCietDkKnZ3xq5wG03De0q+q4r0kYBch1pMtqtrNeV2QNeZdBm2wa3zqCgN05pN+1kCuVRJ2oUnCtKFBJw+C+x+7oT9/pLXv3aT7Ewxf8GhxhVp3lCc9qQ6Eys6rm83WcqWdrOxcTEXY3GTa5Im4IPeXKOmaoT3FBeerfvGh0F/+NMAPAscA/+FUur3lFL/qVJqAByEEO7H1zwADn6Ez+rQoUOHDh06dPixx49SwrPAl4F/P4TwNaXU30HKdRuEEIJSm76P90Ap9VeAvwKQ9ndQvYZsrya8OoraE+HCcDaAWWnevbuH0gF1mpKfa4pLjvpKBXnDLzz/Gr93fIPlnUuycUuJEm0IDHol14ZTTm8OKZoe6VzCx2pLbVbYQOQSSKSLV7x5sse75z+HNY7pvI+bJ+T3E9GD6QfyU9HgmD0YsRxnPHtwih/Pectewi4zlIf8TL5n+6eO+dKlO3xpeAutAufNgP/q1Z8TAmWj4koxsJVXrEcOFobldSllomGxzBmPVow/fcyiyJjPeigdKBc9fCq6WaYQk9RWGDGdxW65Nv2sIWRJ7DIRjlOQPBWtkKaUeaoLQmXrAeSC6D4BwZpYKqjRTYJy0O9VTHZy6iCeb1Xk6Uj5LmDGFdW2IT++8F+qRjpqSEmmSZcO3YimU+9YVjSoQDp3UWoiZlG8ZCHO7m5TX5kTeg6z1pj4nJhDO3TjcYneHA+bNJQ7jnRqGb0tpNDmbo9qdKEN5u1Fi3w6kcxSm443RYNelrEbRaFWImLnN/wdyQx6r6jXQvJsPf/aq6C1m6m2FHUj+ijFvhf7n0s11RbkJ4rldU+1BXYdM6RJEA/EhWQ3TC1SBq3PXjDy2S4XQdi0dmIG3RpLZwa9lpKtnOx+w3tqHeq1CtiDFZXpkU2EZyR6XuBNzDTWUuJNp5JlZGKxhaXYC6jrJeqgoKh6NPs1ttegjadaJfRfy8gm4G2KXXvJEqw11sTfzQmPxi4lm6Qrz7pKmFY5X3n2bf7F/NPiV1dI+bbaUlGAVIzB7Z6cx0EpMqswSyv+grmUPM39hHQuAqa9U4/LFKt9zdlPN/T21iReUd0f0PQVtdKkM4MbZBfaP0GyD3vzKQAAX79JREFUnieTIb96/EVuz7c5eeky/clFVqe1gUnmkE09yVqaOoIBN03E/3ASx7MKVOIJtebyaMFWr+D+6VYchzy1y8jO24xqJDBXnoB0hYXohxesImQWn0kWw6eB5VOB/PhiDRxswNkAXq69JnbtBgMvbB/zp8ffYaQL/va9P8vLh1dZnvRBQbVOCIWIFEqTTUvyjeNlCulUGjCCgexUU5cDwkGNcqJx1upqSfOHXMNNzzDKS3Z7K17TW+RHmvVVaZaZnA/oj0quP3PCye6AxSwju5tuOhp1qTb8t1bmxStNPRJCcLmtqauw4cfp2CyhG8lgAzTjnHqUkM4C1Vg+T0+lWmCqEOkUUnbc2Oc4EeKsh5bVFdEizGY+WqhAtWWZPy3j2eAtT7IKlDtinZKsPK5nCUrFcfgiGxisZLPQUDrLM1tnfGtrH5Si6QUxhZ4JQb8ee/Ln5mRJzWzeR58n8vu7ELUEwfUMlD5micRYN2gwrYRCGg2qK7BR784UXPCEWr9PHRtzlPC2WrNm3QSy+YUlU92XzN7yupxvkm2O513s7Gt5d+n9hOpyQ3HJk8w0vRMpwbcefHYlvEw0JDODOjOk80B+7knnjqCkaao+qBntLnlu+5RXjg9IZ4r1lcDezXOcV5wfjmNHqmTIhBOtsUXUL3Tx3LGBkEaj8GjYLlzimMWOdmAhi3Pkj6D/1OJHCaDuAHdCCF+L9/8BEkAdKqWuhhDuK6WuAkcf9OYQwt8D/h7AYO+pEEqDGlRCmIv1+zblRkzbh5OUYAODOyLItb4e+PTTh1zqLdhO1qTGMYmK362qKSiCMxQu4fLujHvLBFMmGy0IXUJrhglCGlONBA3OafTXtmhKGNVEaQCZSOq+lHvMOpA/sHDP8sYiIRmXpP2aaicVMqSF4lLg89snPJWf81x6xECXPDDbjPsFh8O+WFkVouS7rhIxy10KZ6oayQnVFJaJG/D0lTP2h0u0Em/AJs1R8wvV7GClXi5trRrThCiuhnCB4iBI1VwwiE1MT7Z168Y9pKEUtWfqhtZMePN5zkHoobziJy/fo3f1Xc6rPt+89RSLRR+0dHqgwBhPtVfjFilhKW9vcoXymkQptJdBpm1Hbo2BpctKi1ihCxtSrLeB0euW8mQbNRZdkXQRon+YI5kUwq2JHUrK5fig2LkxZRK2sa9E9e4SBnMpQbgUdIiib6kSvpyT9mu7rKNCewVKSRBpzYb8bCpQ0bexqixqHblH8fx1kSvQ8vJa7oh0jQWSM41uEorLDo4M6VTjf3KOtdI6b2LLe2l6VCMrHTipph69lzActJKGH2OkMSEgv7NuC/5hw4ESBX6wSkobZWX59JVjTsYDjut97EIc0NsyIcTyaxqiwr8Msv1DTzpTlJOccifqH/Ua+v2SrV7BNMtZj1LSuXRh+kTBOrxHzb0NzmzshgSwxnF/OebnLr/LZz59l/uzMbPjITSKZGI2pHPdKOqe3nRgNrnZcPN8IuRmOzGbLrygYf60ZnXNs31lDsDk/li4UQ4wErxnRM5b7TckbFdYvv7mTfRRxuCeupBcieRcXUlJMZ27jbNBCAo7s1LKTqScKZOWQmeOWyc73NibsLe94OR8tNGD8omUy0VtO3JnIu9JR25jeOh3dX3xW7TjCvWgf9EkYgIqdXinLrqw4jF+oX/E3XqHry+e5WuvPIdeWGwZxT4zg9IiPtyWPtRuifMKZglNLR2h3krXaNMXfaFmaS4mI2IzTLjoBmuDhxfHD3j55jX0kVAMdK1I3sypehkPnk7Z3V6Qjpc01zRlbVmuMrzT1HdzWjFdl8Xz0wZ8Fpg9LyVTKR/JQtoUiv5RbLCpJUCoh5ps5rHrGFwVfqMkfuG00KpjxxJ4lDQQfqrCFjLp1gMtEh6Rk9SWuabPaXonYdMAgxJ+osgAAFFfKWjAeu6ebVGMLd4G8RDdb2Lgaql2HXpUM8xLzud97Pf6ZJO4OIudljIW+c15R+SebsyFG09IZdyrRtK0pSu5plWQsptdVJvxImQm8kdlrqt7imQNTRrP9ypgS5kT+w9k/PRGqBlm1WwmVV1L2XH0liaZJ1TjEP1gY9NYqxReOpFcCGJEnpzLuepSIbCDCN6OdmccjBZ8/d2n0bd6uMuerefOaZxmcn/M8C27mc9boU8h2TfChUKCf9eX5jKfaukcjtzBlrvYyhkQA2kat9FL/AOTyEMID5RSt5VSnwkhvAr8aeC78e8vA/9R/P+rP+yzUKAKTbHIsPYhkvFDF/rG6NOxaZHVw5obgwlrl/DPHjzP8fkIHUmUrZRB0LCY9LnlNaltyLYKgk5ikBF1IjwbgTXdeOyyAWMxxpNOw4Zk17alymooroKD1Kaz88DgrqUZJMyf9fixQ9ci7lZvO96a7nFW9nkpvY4PilWTcj7vk5ybjRqs8rBeiTGuXSqSmQRExV6gNy4oVinv3t3HZg3Oafza0isVJgYPKu67qSLhNJ4AupI6flBszCJ9aoXA29Z1rcFniXBkGkPbkaeqOiqOS+dZsPKcdP3IytebwPP9Ez6VH/JacYXXB5eY7eaEJNDMJYPWVAbTb6gHCelEoQxRTJG40gv4WFv3sebfdvjUA0WyglDJwOMTGazzE0X/nmLt9YacG4zaWCOgFHolAY92UJSWn37mTe6O5ryib2AWYoKbzC/0eVwKq2cbVObIX8vpH0IyNJjaAhYTbUdUFFhribkteVdBFBaEui88gWIf6kEQ65NGupjsUmFrCA50qXF5IDtTVHuB4rJj+7ua82lOM6jR2uMaQ5ik2JW+0IMKgTpOXKqR4C9enDL4RZ2uVgQ1WI3CEkIAY2h6cUKLk125THlmcMYXt+/wvdGEu4stZqscFxTWOkxMoy1OhqyrVORBnKLcFuKlWUPeCKervp+zDDmz0RCArJEJKV2I5lqyaDCrhxoc4u8tBxDpUFLQOMM/vfMpLg/FQmQ5yHDzZNN9aQrRmEkXsQuvkc5Os6xRPgcUyVaJG2iK4x5mLdfU8oYjDB2TwxFmahmcqM140ArwbjrciNvUJnWmCdmZdPm02dT22tNNtOjxMn6Z0lFuJ5uxzOUimxE0hEqTbNVUZznvNnvs78zxtSZUkmlr27FFQTtO7rWXCaeoIUtptYV060igg2xqI4rjOkoYmMTTpJL9SaIQcDABj+JXDn+al969Tn47jdku2a+wV3FwecrVwYy3z/dovOZnrt5mYCq+cXKD08mQVdW/sALqe/xaY1aSiWn6XOjxpRLMeyuB4LJM6euKX3jxFd64fom33rmMi5l4XSl4N+d4Zcm3C27unREyxTRpKGvLZCtBV2KGG4xCF/6C6zL0cgwaaXTwVQwGE1HHboN2nyjW+5ItsSUUuSHJNPlRKQTidRPHOHOhx6Vipt5DtR1YNnGCz4XnmZ0rsrNANdIizrrrSeetgKePwZC5CCKVjiK4wimr1gn3jy/ROxUelU+F61MP4/c3msP722R3UvoPwkXQFDtRJTPv0LVDu2zzPEq6ONtqBEC966m3IBxfNMKEgcWspckDrfBZQmu8HLSS+c7LAqGdn9tgTbL+rauCeo8+Vkg1vudYXVWkE8XwdjvvRs6TilnKSNBHgdquqHRCfWaph3GRGK8HVybcKndIv9NHedj7whHPjs/4ly+9QP+2cAHbzkXl2usnEvhNS1QPkHhUIkr1LQkf4vlq1IXQ9IYPJ3MKP0Im6kftwvv3gb8fO/DeAv53cZj5b5RSvwS8C/yvfqRPUsDCbuTqg5Y0m7egPaJ0fFARGgWk1EPFcFhwd7XFG/cvo27nYGQylNSt/JkyYA5TlmvDUoEZV+h+iFL5MegIbSQfIHZsJP1Kuo+skIRl1RBXJiGgG0U6ubAqUV6IqUwhnWqmn46rsDyQnGvOzy5xHjNpoi0EfhAYvwODw4a6r1le1filSKSqAL1j+fz15cBTOxPKseXdNy/jzhNUo7CRjNoMJAPSO3PoUsjwGxV2qwm134iAKR81dxINNaI8bo1cXBoCsTxX1ZJpaslz3hN6saTRlvrSREQce4HDasy9cou1S6idWN64XsCsFG4Afp5Az2FstAqIK0QTW8TbNHs9lgHc1AGnZL+8UZtSykZF1ooMQrICH0mSreaUT5QEEI2XU7mRVWkoDPfXY14cP+CZnzljVudMqh6v3L6CnyfSWdZzPHXjFKM97y6uYGpDuW0Z3ZaLKJ0LmTKZVjIwpXJu+gSx86gRNfme4fwLgWS75GeevsXVfEqmGxYu41unN7jzvYOo0SNaTNUweqGtNX7oKHcMw9cTvJVsqSnkGnGZDFZCkr0gRZIAjazWVKM2Aqiqduip5NRDHi8uY6Tsk8qqfyP/sbK8fH6VG8MJe9mSK/mcgS0xeBLtSJTDBc0/DF9g7hQqc9jUMZlmJOettIAMsoPbmmQRALv5TZJVwK48pvKYVS1t1S6gV8Umw9N2ZyrnGWYl1wdTvvY/vsjcbuNTEdxM1xcK6aYIpMuLjiflxX1elzU+dryWXrO1teL8hQQ7MxJ0LTX63NA7jNnHXux2rQONjqWzWixhQu+Cla0TR0ACb3zMLGaxE62C/PRiPDOlQ5eOYFKRsVhG8m38HfXSUOcWs1Xh5gnHfiQTf6nBxyxFuAjQZOESxXF9INQNunGoqsYlQ5lMFwZ1ZuV7YlceGnr9kjVQDxNMpWgyyY6/ubrES2/fwN5Lo4xHQH9qwacunfIXDr7NyBS8W+6zrDNmVYYm0DMVN8fnLIqMxV4DOmAmltDzOKD3wFw0AMXFbCt861J5YlWkvLo44H9x6Rv8m9vwHxW/yAljdL+hXFn03JIeWvzhkNe2+6KmrgMk75+8ROhSzo38HYuu4iLbSUawHkZ5klz02tKJjDnzm7HM12jxXptp9nwqnXGlAx99Bl3A96xkAzNFNoWQKNaXZa6wS9EXHNzzuFSxuKGox4HsREsJV8v4RvQy1KVkQpSWwBKARtPbXVGepCJts5K5zGWaeizna9Oz0oVbSOe468HgbtiMByKcGrvbonCwj2Rpl6iNyG7r7OF7DpfpTaekLaTEt8m6GRW9ND3eiAxPua0k8+wuiO1SIZLFVLqQrFozTNGVw85LUT+fWvzNNcu9hOSl6N6gJIOYTtqgVoQ4223X45pqS0IRb6ScmU6gOOlhp7JoXj1T85WdQ07LAdmRvLbpxWx2lDFoM1Ah6nm1DU44BVGjrV2oy3UchVONgiQ2I0V1+qDELu0PRUgzhPAt4Gc+4Kk//aO8fwMFIfOodRSAS9UmcgYIJlDvBD73zD0OFyMWl/ZxWWBkHK/dOSB7K0eXsSY/k/eYIvJXmkB2rtG1QdeK0incpRrlEtK5nFiEEDMIHrR0MiVJzXZ/zcnlraiVQRRVk0kPJW3QIEbBplAkcVWcLjxbr0cV8kRKUcW+1GPzU0nfu1xap/OJj6aTVtLxoeVnBfITEaEzhWHdJCTGMThYsl6luLUV3RBjqRuxDKkHFrsKG+FP1aTCBaqlK0k10VCzkWySGA17UDauslzsrHMSPDlHyFJCnqKKaiM7sCn3VbWsrBR88/gGhw+2MZnDLS2X7sSgwgXKSzFFe5zGVUGI6rnxd6qjAnXjqbY9fuCYPpegK8jPpIwmJS+1GZhDKuKpQUsZTkctFF0TBwWNcVEDKRGrEZU7vvPaDe4ebEnJ0dTsjxasrya8q/dwS4vJHfdOt/CNJuQOt5EqYGOZo3zAzlpTvwHBBupW32eq2N1aYnbmfGHvHteyCVtmTaal6yjXNU0w3B7s4YJks/TaYLcqSgWDty3FZVhfd5il7GyrOu8yKZGkUyBIG7cpY1CZgEoDdV8u7nT2kFI1cmwIYSNbQQib0l9QF+PB7e9c4ZY5IIwaskHF5a0FWgWUCmgVGCRVNBuVc6zXq9garZlu9agm2cbepB7FztAiZkVjZ1TLv0DLCg/aVD6STWkpR0ajVeB6b0Kz29C7lWzKiK30wKbEzwXHQVaZmpDKYswn4OYJEzdAVVKyyE/aTlGotuT765EE4L3jyE0xxGslDrg27of1NDEzOn8G6qdK8qF0q63OcuxSpCY2HW8xw+dGjnRmY/ZUrn8UMEs4+NQx9ZZhtsypFVEHyqAbS7AS2LmeJmgrYoDrWnS+QK7RxEppSEv2Jp2KIrzwPERH7Np4xn3GVKq/GXZ1A+/Md1FnCaZQFFcdo+sz/vKnvsansgcUIeHdap/fPPws98/HVOuE47MxqECe16zmGWol3Vb5saa8WuB7Cu73sOu4iK1EXDiZO9EJUhI0aB14/fwSv5V+js8P7nJ9NGW2zHn+8gmLKuP23T2aYLErRe+uidkrUeOut0VsMmg2XbJuu8GvDaN39YbCYCowpcdUmsUN4fW4WFYUbl/swEviIs6ILZeuA80gkQ67aSvDL4u4ui9Zo96h8GZ0FVXWF55qpFleleDJLhWjW14CnVTFjrBo2IvMNSrIeWJqkWa4uXvOa2WCf6e/kbwBSGbRj7NRVGNYXfPYp5Z4r8jOB9LF3nZkZ+KD6XLhTAUt3cmbkpYS0cj0XBFmrTdjFJpuldUdkumMcjshMZtSqbNQXJau5U1GVhH5ibD7iiyEm77BIiVml2nyE8VimELuWTwlgW3/fgzGosCnT1SUFAioowyfBrFxWYYoSivHbP6sjBfrzxZ8+sYRt5Y7vHn7Mv3W/7ZpFxwSE1wYWEumnlbCICi09Tgl50A1VphMkaxi9jJPUHEhqldVnPfMBY/0Q/DRKpEHMMMa54UTE3TkE8Qym88Ceqfii9t3eCvZ53c+0ydJHEWVoA8zslM2mStThc1F0kb+QmoTMp4pDavP1SL6dkckoLULtF5AolmhqMqEz1x/F/tVz+myj9WeQVZxuT9nXues6oTjbx6QThXDz50yvd6nea2HWRMHDwngWouVYj/gep7eoZaV0SIGiq5dOSA/cuox55ZmEJjf1NL27QNH0yFVkTAYFQyGBXVmxZx2bTBz4dfUIzYeSCho+hoTiXO6clELSvhduqhiLTdIEFUHVA2kXJTslBKNqEEvnnwxI9VOxE2JWTWYVc7pZEh6N8GnCWkF6dxvJjk/cigTSO9lm7Z5U/OQoWz1kNBewvjSgvSqY77K8L83Ij8Fl5go/S+7l+2u8V/1TOc5vdcy0KLhsVF579tN+tkrmUhs4gj3Mspbu/zL0Q5u4Ekvr+jnFW5p6d1OcKklPxH5iPmzIgw5uO+xhSeZOdK753JsClFnN+UerhHCpqTqYZSVHPTmuKD47vwqb033WFcJAeinNYO0glqTH0qtXjWw7iWofkMzMORHmnIvoJ5ekWYNWVLjvaZqDKvTPtlZIoFBrqWNOBX+R7AiXoiKBymWMf2WTJqqdJLBKCvUyuHyg0hCVwQfCCaQzoWknp9qgk5Z2eHmWgJ4sK9YPVfRu5VQ7RhmS4vqN+jEo3oOl3iCsugrBSFxrEqLX1n6b4vwos6jz5hL0KsK309RdSRpRj008chSzIqck3LIT376Ni9XN9HraKzrQR1rtAZXCzdDN2aTSZOAR4sY5XZAD2vCecrW90RfJ1l5Ftc164PA8LPnbPfXrOuE49MR69Ne5A5pkv1eJCEL78sUihAU+cGSek9zeXvBIKlQKhCC4n42on5rZ6N9RUhIlJBvB5cX1Mdj4WuNFD4L5E/NqcqE6arHp/akJfud012aRtMEFb8XVF9RDQ0m1dh1IgFUFodoL0axIdWiMO5k/GkVrl0Oo0HBdrbmVrODXcdFS5QcOVkMQEG55/nc52/xU1t3AfjG6ln++zuf4+RkRHJbDM+TOG/oRlEnAWuIateK/CTQ31pybTjj24ub9N+NbeNRZbotg7WLgSRpUCrwG//ii/zjg8/w3MEJrpG0+eX+HK7D8lLCqshYP+hLWdAEMa3uN7i5uZg/FPS31/ixprg3kgm0iTyWSr0n0G5LqdVIRHp9qsRHcSXcp2Th44JEo0PkfxqFWQo3qMkUq6vS6DK+JdnUuqepRprzz4HLHcN3hW/XKs5vsh4eaAWOY/ZVNTnagFkbtArcvHzGnSu9jQ4dXkq+1Zai2ob60ysu7czZygqOFkOq8VAahuKhcLkEIi6FMHA0CqqhFluXDS9QCOrJPC5wghC4zUo8RJULm6qDch63N6LcUqSzgD2EcqY31SGXy/VRbzvcCFZnlt6RJ10Esc/xYhZc7AXGr1qqLQmCgY3+kqodKpZ2dRVETNpDdqzJT0NMIkjTy+pyAjsV6mrNz1y7R+M133rpOXp3L6RepCogDQemDheUlriY9FZcN0jE7cDplsYgx6LuK0wdG7PWsUq1LoUDpTWqqjcB6Q/CRx5ADfolLq9pjsYAG92cula4nid4OKtF0nrQL2mcZjXpkRbEzquLcoaJXU9tZ0KrR5SsAskSyp2MZiS8IFMEWvPRVtHXrhzuLGN5M+V//8xvUweLi9kDgONmzDvFPv9gdx+U4asHd+hdq/jd/ac5n/dZHvZJJhrlpdTgUuh9+hyrPcvpLutaJnpTtAJhcfVYS4nAFLIirLY9877C9z1966nPUtaHGW7QrmIUdqHpHamoLxM2gZiQ4kRkDu8leHJOfnerYwAUP6dxwm3SWrITMXgKiZWTRSMKrDFzQZYKgRzACxFzNUkZToVgmSwvau8qQDqsGA8Kpg9S8mN1IZgapMSIF1FAbzLswrAuEvpbFTujFSc7Q5JFmz6NHVWVyPP8u8+/xNol/ErzZcrzRNy3G+nk8tZiKiNdiVE5Nu9VzLczsnPL1muA0rh8RLEFo7WUTF3KRpByeEuRLALpVLJ4yby6KF8a4RiZQi5UMdqVjMXRfEjZWO68fpn8gSE/DVJuBSoNJ88HtIb8WILJaqwYvpmwumoob9SEewmjt+B8K6XJLGWaiJDlIkFVUTy1lKxctetxQ9HQCY2i6SWYUlZ0xrmN5Qw6creq2FWJrLqUusjqqdzR9DXpNGq0hIsVfruiS+eaapzQPwqERJNONMM7hnooFg31MNCMHFna0Msqru1MqZ3hdnMJsKRTsGstpeYswfUsuu2SKi4ELPGB2TLnm+4GP3/jNfIv1MyqnKJJmJcps3pPODDRbBWlI/lTJkBjVNTC8Vzdn3KWDfBvjHABqm3N4qdKrl0558WdQ7TyvHx2FW3EUkk1MQhJZdJuHeqTFaynKS989oi+rTgv+7z54BJunoh+k4JxSx2o2gWZ7NP+cMmd3ojkWG3Kaze2pwySkt97/Savustc25lKB+cqRU9ttGa5uJaE06kuiONeruUN6dnJX7lzQV9of9vTYsB6kjMuI580lrfKIqH/zIzLowU/tXWXOhj+ny//cZrDPulU0WsznnFd1vTjeLtWcRUvj5sKitqyly0ZX5mznmyLRpqRjHDrTUeQ6ytPGgZpxeq+xp8MeFsHwmHGK/Mb6GHN7vaSg+GC/f0HNNcMqyal8pKJP5oNWfcSgjWsdzXpUgLYYa9k+eVAExTOKbzXuLVFFYb8nqHuSebC5Zr1ZRFdzk+ly2tDz2gDvWhyrZwjaCMq/pFWUu821FsKFSyq0RSXAvWWh1GDOktkwbUOlFttujwGtJXfEJNFS066hWsr0+0rd66wu72kOqgvtMUC1Fux23Zcc3N/AsCrb17DTA09LugqQQtZXTViswRSnmrPgdYcmADuakmza3DHlvw4BmtR7y8oUHG8ly5XKSOaE8hmnnwSiesh4DLhVU2ftayuBpbXAkFrzO1YtnRCMjfPLlj7IdmZlDuTZZu0iGNP5VE9RAi3TnC7NShLPdC4zEhpUUOxB1tbK3YHK96Z7nJ8d5vxGwafwuwnK0yvESsxr+G7fXqxha3JJSPWajv5LJAMKozxkPhIDbroJGxyRRIbPnQrPt3yn/4whDT/MKEC7PTXXBnM+N13R7hMVm2ilg260nCa8a/u38Qaz3zSR58mqFzUx1vl4tZEWLuHuka8RJTNME7ATaD/QFOWwvaX7qmHtsWJZ04yyXn15DLvbu2TKMfKZZzWA+4XWzRBs2pSdCEqrndXW+xmK37u8rtU+5bfG13n+LuXMCupVZcHjn/7xhtoFfhaJEJWjaX83lhIuFtG6rVBkgfeQj4D1QiPqNz29LOK1XZN9noGU7sJDJWTVaAYIst+S3eV2kTebakEkBVBzExsPI/ak8OaSOiLQYI1Mj56YldGXOcYDa5l2kZiYu5ZX/H4LIAyVEMhO6dLTwhwfTTl/KkBdSFEXpCGBu00aZ6gAZ9Z0nNFxYBjNcCNHBaZxLNpIFk4fKqoB4b5ec7dYpv9dMFwb0VxtiWriNZ5YMMbISptK/ppDVfmrBZbJAuRrFBNoHfMhVClhTpv/d1EJA8gmVVib2MNG0NdY4RjV8TVU1xxTu+PmKkRuy9p0rnfZON8IjV2lxqKfem0AUW5KwTU/j3Nat9RP+Wppzm9O4mQw91FdqYeSG3fFtH+YLch7dc4p3GF3SgEt+KnqLjaffh3TqzU9lsSah1FQhOP220oy4R0qqXVuQgX742kf1uojWdk63WWzhX9IykPzJ+21LMRtYLzgwqdXpx/2cyTrDzJqkGVNRZZgdp1vlHml1KsIwTNfNHjt+++wB+7cosr+YyTcsihHjG1QVLwlZSJWmV2CWR9LAtLJiK3DTf3znj1CxlUGpU7dvYkQ/jNo+usiozyULIc6USOSbIMZCdlFBHV6ColnQayI8udq1sALG6PGbxrSJZiE+UzUWNOF578rMasZQLyqaZ0RtT4l3HlnsHJqs/B/ozx3pLZ8VAU8RsNpZjxmlJF25foDVrKQkOFICuIJtYhvUfVCfVug8od2ztLZq/vsJ6LIOeqSDkMCnOebJpxpGQDW6M1n9k9Yjdd8s3zp7h1tkO4NSBbiKhpO57qWM4hxGA3mlsn68hfMTA77/Od9AqpdSytZGl0W0YrXRTSlG5bgIP+nAc52KXwWpKlIjm0KG+Zj3JOro0Z7S/5iUsPGKdrjArM64yTxWCzkNBRHmE9z/BeMR4U1I1hVaTRzywQMke9pTf7HbSS5osXVhRnGcV9IWvrWjG4G8imnuw8ZivySNR3kbPTk7S62apZfKERrlrq0EGh7ubkJxfyAfOniabKCu38pjEApWQBlsTmABc7Lo8yTqcpupbOwZa/5hPJZrlac/twB79IGLxjMaVIL+QTL+KqSpHMSmnsSa1wxuLcJuLKJnLyIB9U9HYrzvMhusyph9FvtO0cVbLPKgRcbqkHAbzCRJFXUz/E/3WB7FzU9asxkRgvZfUo6E6SOJLPn3F+NGLwRooK0vwUDLhBEgO7i4m4v72m7luWTR+XBnzeLvYVWVDcn4xxr4wYzmXRvnqm5k9+/lVcULw13WddW2bjXlx8S+Up2Na71OMzzzCvqWorQ9t76ANsqlj46DXZz2MG6qEFzIfgh7+iQ4cOHTp06NChw3vw0WagfKBoLCNb4geOaivZpNpMpVBT8fSZhh183zF8MyE/CZz8nAMVdR2iH0+yljZiU4eN51N5yeN7Dp9YdKPoH3rMWl20TcboVwh0EhWbQjF9d4u/+84vyHasVVwVCgG02hHrB7tUvPLmNQiKS9cm7ORrhmnF0UFJfSYtN8n+mtJbfNAc9BfM64yisdwfjHBzKUGYUkTFXKVhy9FMLNl5gAlUOxrnFYOtNYtPAaV4rgUbpGsrUZS7eiPv0LbWp3NFkopQoWiCJKh1FVdmCnTMMLW8ptYp3MQyT9S9UFUtZb3Egg8XXnhab9pZb944IX+m5mzd59juoCuLKRXJ24F6nVB5w7X9CbeXFlMkG16CK5V0uGipOSdL0E7RfxCoB0bsVBrp3tKVJ2iDXUN6Yvmnv/s57H5BkjbYhbwHJSKG2aSWFW8t4nDJPGVZpvzPrr/NG8NLvLV1gCo1dqbJJgq7kGO2uhIIn1qCCoR3BgzvCCcvmRuC0ZgQpLuvbiART7aW6Kuc/Ib925Ld6Z+4ja5MIGZtPPROPLrW+EwE8potRzOC/m2LuZ1TX61YvFDLim95YeLqE3l//76sqtoVkzEe7zQqlpEgdo+m0oGo1pWk+yLfLaSJcMYKKanYdcxmFYbnbh5RXLPcf2qbUBop+XkI7WerqDPjDeWBg0Yxn9pNG7MpA/1D2Ybeiafui69juSMt3r0Th102YonjAmq6gsSKnczyIed1FzAmEHyg/ud7/KPntlC59CSH0jA4ETHDdCHfm01qdOFiqVKuZZ/mqEaMrq9szXnmqWMWZcbZZMDZ3W2xXDnVpCvInKxC8zPZT1ODWUpaMgyzjcRB/z7Uyx3sAi5PRfZER9mV1stLN6I5o1eSttGjhAf3dkTfSYvkSTVWnB2O+X2veXbnjLeBxTzHWI8f1tSNIigpp17Y1gT5zGhVI//lOlU+0Ntb88zeGZ8eH/FrZ19gXUpnnWsM81VCvhBOiGhuyXHb6y85K/u8enaZs9d2SSeafMVGk+tCnkGujzb7pNvSTCHHSyuFPUw5nu6jLxcELbYqrdGzWdYXnbSZEOYHexX5l8+YnA6hVpsOLFvA4A707ye4fIffvbqNyz1qpyLJGlxjSOaa/rEnmzTC7Sks1bLPWTGQrE/sxlYNNAOoxsJ9e5gLNRoUMCiY5EMwAUrx9FBe0zuKtILcSgkHwIg9kZ0ZXK3QuxVBBdw0JZkaRm/JXDZ/RlFcbth9asLZyYj6QYqppWRgCulOU85uaAlCZZCMav7AkE4lk9nyeauR5DOqbY3yCclCzgWXyz7awuMyvWmygMj5zBxNJeR5b8OmDOxyKd1qHdDWbwyLxd6klRKQsn94qORV3igorqTkh0ayo8XFGNRykIe3hD6z0UfTmnpoWJz2ufn0Cf0bNffsDmFlyI8svUPIJkKw102I3W9QlwnGOuosVmZqqfYkC81yL0fdzRndE96v/mMTvnr5Pi4o3pzuc+/OLgRFGhtsgAtvS9923isap/FexfJdpPp4NlqDQceGFNNyg2J3ogqbcfYH4aPlQAFHJ2N+H8BIe3qbbvWJInGQzAJBaZqBoncoAl4g+jrry0o8dhykL0GrJaOdlLP05TW9vKbY25KTcxoix4Ho8SUnzKbclYvoHQYu/avWo0e6wVwik1k506IsPAvU9xOyc0XzzX0OE8Xipifs1YTMiyhfbfjN771IWBvRHipjiUgL7yadB7Kp8E+mJylcX7O+rkjnBrsMmJVmNu/jas1gqxBdIKdRClbzjCqRgFM4OHHgcMKvSucGG8UkfWqwZS3lO6s3re4otfHVCrG+K8rVRO0gpHwTNVHUuolq8Ug3lYNVneCDIjEOtHRNCA/Do6cJbxzuc31vSrZdYJeJTCQz2W+zaqTTwWrpJhzKRJVNo9+UlwHBp6Iv057gg1sGbg1YvFiRA/lUurDSaYOdV5s2fhC+2eRkANfhq/tv8+LWIWuXcFoO+PZbN0juy2RTP13ybzz7Fi4o/if3POWiJx1e60xKibF7TEdjz2zmUF46XUT9XSbHi5IHsTOMzTHTDvon0hoclKbpG3ZePOW0P2Lr6xnVPGP1bM3B02eb60OpgPOaybxH8+4wTugKtbSUiSdJG4x1eJNvpDlEBT12ulm96cjDStmnlQ6QklcgOUpZXk3Zygqev36MfogpabTHann/60eXqLct+9sLRlnJ8c0B00mf7J0Mu2RDyCTo2EGjotzAQ90rWs5BVfrYKi3dWmbtZCFTO7w3jEcrqtBn+/ctQdtN5+DwrhceGHKO2UmJLipR2k8kWGwGAdf3rO8PeetwAD0Ha8PwLUs6f4g46oTbE8yFkGcrPNjyHdrST7KUBomN07ti052qmrBR1Q9K3q/WJf7GCHsiY0q1JZ3CPgngFLM3t7n9gmd/uGSYlxS1xXvNTIFzWRzEZXta3zt8y+bW8mcvzhGA12aXUUa4iUFBXWvUwor57iJsVLmzmeb2+TbFrRG9Q832mQRVG/PdcNHdGrRwt3QjQVg5FqNW4ZoqkqWUhuxc4VyO4sLQtyUnt+MOHsrTHnf2tvnXr7/J5HKPb9x7ipXpoW7WrAtLdisjnQk9Yee7AJr15R7FfqDZrckXkCwc2dFKxqxMw8owuKOxq2juG5X0655ieU1HA1shjgNMb20RUk9yZjHFRWu+cmCnazkHB9nFOBIszVBoCr27hvSVniwcCjlYy6ua5VOOpz97yOX+nNtz6Upu+mEzBrhMx3PWSWU8UgyUU6Q3lhS6T7IwInNjZYFjSnHlCEokM6rtQHOtpDcoab6+hSkliRA0NKOUVvl9Z2vJGQOCkRKZBA/C8wynGdWtXOitC0WyciQLh50WmwA9RHV75RJ0lfHC9UPyp2vmdc6iSimqBKUC1nh8bVkscpL/MReZhUyh+wbXS1jvaPRCcevVA/Reic1rGqDpG5nf580mcGuGCS4LcKtHY2B4T9E79hsqxXovMH0B8DB50dO/seBP3JDx+h998yfJjgy9KARr1zIe2yKQnVYS97TjoTJUZUKa1VQx8nRZqwGn0LVIVqB4r4ND5P6qh4ayD8JHGkAFpQhObBLw0jWXzT3F9gWRTiZQMQ8WZVVQucM+X6CThi/sHXNrtsPi9JKsIOMqyWWKq3tTrg2nfPMLhvJuH3c36kEookimpu4rgu6RTi0uM8KZ6jlUENKzqkIU21SRqK1JIzF9eT3qNp0GggokC0Wxl8WBj40ulV1JsCQCiIrFU8K1GDwoUU2gHmTSGZHXmBslEzsimRjcwBMWCdkDy2o3ke1KPErHWdKJWaOOonGtVpJLo1ClCxA8WqlNK2arUizCcA4VlY2xUUG7NRZuFBuF8pZL4yVTJ0R0DwGO721jZgZ9bQ1eMbrrpFZeekKiqVcpx+kQaz3pLPKKlh67dKh1jaobjFIUBw6GDeqlRFbJq7CxcZDfTFGNFc1OTThNyM4D5txuWuU3RqpByIwqusG6Hqi15rffeoG9rSVPjSZY5Rmnay5dnnHstjDnCaHRvHxyFaUCxjpZyUXVbFO495gJKy/qxTaq3isP6dxRjTXJUgidgNTe4yImaKiGEuT2Th3NRAxveRGef+qIN6fX6R1q0kPLfC+TVaIScUTvpf27JYWK7UAQ8cVESSYqiyvJOKn7vrTi+p6VQGnmpQuvcaJwbaG1LjBrxdEbexwZxB4nb7DWoXXYTM55WjPslSyAujHoPPDZ/SNm45z722PqxlAWCePRmlWVUK4SwtrSu23pH2lcqkhyha4tycJgrGQ7Wx2wloOonKOpDIPtmumXVuh3exdimxrqc2lJ30zg8zR2cYqmmS4dLg2oYUMoDfbM0n/94jwp9qTdvLlekGRyMVTTjPxEXhM0NDvSvVgP7cZw1KciFZCsLkT/dHmxIvWpdBKJHYYGayi3jPBYKkU1DiyuK5qhZ3ywYHYy4PytXSZ7JePRmsZrqsriC4Np2nFPgpemrwm9FLUsJBusoiBu7fCJYb20vFHvU88zVCrXHxqZpb00OKQLLwHnosKMDOsHQ0a3pNvJrltrktiKnkvQVve0mFXnsT1+KBwiXUMWZWPEpDeg1or+XR1lGtrJRlb/IdObbLcuNG8e7rOoUy71llwaLbnfGH76xm08incOdpkuexSLlPzdDF2JRpXrS9YtGKiHBruTAzDYXqN3PavldrwWW3FijU9kXF7vXxDZqy1P775BV4Z0FkjnPuohSbYimFYPr9l0pakYBG0/PWGitklnhmCg2NVUY7A/c85P7Zyxly25u9ri8I19cSmoY9OGESFHnwj/Z6Mv1AhH8+beGfPRknt2/yLr0oBdaHwaqHcaRlfmPLs15fNb91m7lP/+1pfQjd7IcvgkI517VK0YpBVF3+ITcYXwRovydhYIiUfXNlrxCM+u7djeNBi5aO3SEy26+7Mx+8MlV/tTfE8GoUw3WO1IlOetxR5v3rgptlhrmSPtKqEeKZJrC5LfHeGO+lTjQBqrOaq5WOS53EbOkYz16eSiyculMXGxo9gaL1k+1/D8/hn7+ZI3Z/u8fbxL/127sZHRTuYMyYZdcDiVi4ui1KONF0mWyBVz/YBvWj6Uohwb7MJijy6yp1TRAeDjlYEKKB1wpUEvTNQziYTQOJgVu4rykkNtVxSHPfCKvb0Ff/bGK+wnc/q64uXedf67Lw3xtUEthOyra3g6X3Mln/Fnnn+N1y9d4o3BVVQl2RpTKJq+6D7UQ0WvLyej7zuU8SKuZVttiYt0um9lWKJFBzGWQUlQ1D92m5WpT2QQggvyXVBRzM9JuWKjMWJgedYj3yp56tljAGqvmS57VPMh2ZGJNh1BAsqBFyL9QlbHykmKthUvbHoyqag25Z9Y0Xqq48AQJQk2iB14NG6z+paVLhs3aiFSeyGh1w6fgF4Yhu9o5qonZtVegg6XaQn4dGD9zgi/1ZBbooN4XGVZDU6yEHavIM0aml66aSbwSYgXkGxP0wfda4BEBEQf6JhFiBIYa0RN10AIFkKgHkFIA8m3hyyrIS9tXZYBeezQ/QYqTXamUCcp1Uv7ctxfcOQOhvcc+XGBXlXoRbHR3lHOi/aQEcKtaqSsUe05fKpZXhEdn/UlFX27hKja9ALJUhGUEWHMAk6OxqTXGp79/D3uXx9jvjWmfm0sA3C0G/IpNGPPYC1Co0GD3q4k0PMKh8b3JAPWDAymMJJ2NvJbuURDk6FXJTgvBOVaSJW6cvgkMHrbkMwCptZAsiGRt35Vq0uasy9VpHcTplueyWiAST1pVmOMZ5BXbA3WHPQXWO2ovKVsLK/3L+OzjN6hLFbsWjrUbCJSG5L1ECmL1krCLxOOZ0N+4vp9qqvS5r1uEmZFzlm2iymEaC2+lxnJMkol1OIgrwKkvZr+zoLFOGepB6ADbqvh4NqE3d6K/XxB4w33V2MOzYjVwVgUvCtYXsveM0q5DNZXohxKpbAlVAN90cUYswUJXkoRuY2dSgo/bEQmIw8UB46QBi6PFlweLXjr969j386Z7qSEvoNKY+ZGuk2j8KaOVkH1dk7SRGHcIJ2Q4nGmYWppfEo20VS7ekMgDk5jYpeWKH23dSywUxE8bbNMPpHfOGjF4magGTv0sCZJG9K0IbcOoz31OmNxOMCUIixrVwqfO5raMLgTLjT2EuQ3tTF4QsYG3/MwT5h96wpH+4H+pyfUheWNyT47+ZobowlPj89pvGb6VA8fFEVjKWvL+YMx9SiwPNB4k2LLgFIF18Yz0q+ck+oGq/0mg9oEzbfvXudUD0Qp5lwRdipWY0VylNAMFUslixGhdkBxtS/k91YGZmVBgy4Uz+2cshgueH18mRAU29tLnhos+czWIcsm43fuP83ieEB+GuklJtAMRJA5m0PwipA+nN8Fs1JMy5y93ork+SOGaUnjNbU3TNY5IUgTzIs7hwxsyUk15LgYis9hepFxdpnQIrSDWZFR1xaTRiHNniZYCcbH1+asdxPW7wzITxTVOMqAeOk6awVEA1ESRsHszW2W1Q5vbF+FVBbwJnUo7bm+N8V5TXWjopkk9O9p7EoWN6YMXN+d8tbnUpLDlHQiHa2t+ngzSCQzlhlZpFZQP1ew3kqot0Qb0mcebKC3u2C/v+JguMAHxRuTfY5e3yc/En9OCZbYLFhbeyef6kigl057nCLLahaz3uZa8JlHJRcZZ/EWNSJAvMk8xfL5xymA2li2lIbsVGMqLys5J6u2egSrpxtuPn+ED4rbnzWkg4pfvPY6B8mMw3rMrfUOJ8VQOASlBE+tQen9+Zi+rXiqd86/cel1Eu24PdlmcdonWINutKTsrPzZxmOGNb1eRbmdS9CkVBS0C5HzIoadpoTmcklZprISaCRA8lZv2vW9ZSMC2VoztKUp5QPNwGJKT7GvKK/UpIcJ/jDhzlMJ/WHJ7mDF5fGC6acaptM+oZGAA+uFV7ETKK7CqjJQa2mp9kpSr43GFrmkgguPGmXxpG43LlxE15E/8p7/8TVohWoSNqKj3scVtpYUdZxE7EpWeE0OoSe+UCYv8Y2mf1/jTtNNMKF823qeYazGZ5bdrQW9pOadn5XVv14Y0pkmmYv6c3YecHkg71U0/R7rS3Jck0VgvSuZRVMaxOQ4bDoN66HHjGpZdU0CyRxAoRtLNZYVVjYN8T0xy/iGeN25TCaUkFr8uC8BRTSelrZyha5lZR+Mond1AVfBfKEktw3P9BZY7Wm8iEMWLuH337xBccmgSwmikwcJ91eXeOHFu3z60jHf+yklmYTCoEoJXnzfQVBU2xZvlRht9ipS27AqUkJQ+DSIIe5AY5cygJvYgu2thmEq5dmikUxgO8kaTb3lyU9M5Fe1+3bBIwA5zvYkoX+oKJwhnBuGdwJN3hOLlAGsn6o5zLdQJmATh7Vt2jxybwrpVLNrj6lFLqHN+nirRcAuLj7Kwz6v+AOe2T8jtTWJlgncZx4dO2mlZCEBmfIBVUmm0hSKcp2wO1qyu3+O35ugVWCUFFjtKVzCm9N91lXC+ckInKIHUg6vJPMo45OI8QYNxUEj6vu5ptj3qCtrksShVKBYpvS/m5MsNMmWIVlZsvOGeqjYPpizOtrBLoRX4ZrA/emYG9sTtp8/YzIZEBqNST0hdTgT8IVGRW2kVsiw6Rv0Vr5RbG95Gi7Xm65guwa/0CQLKPZlgFWNcC3roUZ5E3kxSlSXTaDY0ayuBuptz+5Tp4yzimfzJalx9ExNuiG1SNZh3uR8O7nGpN7BlIr8RNHbX1H0UlaLnCTa1XijsEUqpe/mIlBLtkoRlj22JHM43xqSnFmW38uZp1Bcq0m3S4b9gnFeSkCkglxDC+GAbhBgcdbnLvCZ/SNSfXHCahVIlWPQK5kMeqhaFsvBK37yU3c4u95nXVtS61gUGct7o8iztNi1J1lGm6jo0aYbkYR4ZnTG/vNLtPIkyuNRvHR2nfvnY8KbA7Ko0r2xSVEXJfx2fmiviWAlS3b4+j6H44bR9orTZX+T9Q1BUVXSuf07xdMUZYK7LYbPthRl9LZLsH8k5XifGM5ORhAUA9iUD4OWz9wdrEhHjtcrS9VkFEslcg0hQTd2c/0FJYuxph/IznS0kDEob8R2K5Gx6cH2kGrHw9BFg142HnvJAnxQfP7Ze5xe6XN0OqZwCnWekh9pVgfJpkRn1w1mrRhsLWELqgNLL63JrZx/LihOVn0aZ5jfGWPnmuGJJEqE2iFlTpcQNc/ajJLBGiULykp4e5l1LFW4aP6zgaA83hlcI9eHyxRuK98ETSa1m9/tw/CR60ANx2uKJKWemI0OA8QfPoXBwZI/d/U7HFUj/sTBGxwkM/q65J9OPs2t+S73z8c0lSGcZSQrychoJz/eyZ1t5quM76YHfHb/iC/v3OZ6f8pvTT8rWYp2BeliK3QjF96Llw65+6cKfFBoFRgmFXv5kp6pmTcZ3/j6CygHf/LF17h/c8wbDy7h1hY9tRIIljESNpI1ATaE4Go7EKzHrgzJUJMuPPUQxgcLFqstKeO8nOOSnNtPDdi+OiOxjmuXJwBUzuC8aJ0k1pEa0XhyXlM7TVElVGeSwSh2ZBBOlhelS1O1WSk2HlUb/kZM4bcnyYYTEf+3tXQfg5NmGMCEqLsjx6/Jo2p7ELKm1p75boZZq8g3Ubg86my4BLOWQf3p8TlfHN/BXPkuLmh+7c5PcjYdUKwSqDX9dy0uCxwMV/T++JQmaN5684D6yCKKs4GgDb0TCcCFTyep/0vbCya7uZSMouSFmLoS5S4ky9ii1csREblUVu6RMtf+dz0RbAxGFIxdpvn8wQOu9aZs2TUrl6JVoPSWeZ2jVeBKPuON8T6FTQmnKfXIk0wM2YnhtTeukmyVPHvpDPZk9fwwzpZ9ZuttWSnfgqJICBlY61Eq0E5zYt0g5MwQCaSSzRNPP10nJMv4e1sticfdiuZ+D93E60+zEUpsrYG8UQQVPeDqmBlXUfdoLS3ppkwi2TWK7A0U2RDsQjhGySpgl06CpzpqjsXtc5lGN1ZI5KMaf5aSfmPIW3sDKT1oWVT1zjXpHJK5BGS9k1qMcgGzdmw0byYJ99wO+bBibyQu1kfzIfNpj7C2ZIcWU8AgyACczlqCNSTLi6AhWRiqsSLdLdh9ZolRgSuD2cbupvSWs6rPP5+9iC6kocOuDaNb4g34cwd3+CeHI8JJ5JV4WN0f8voy5frlCbvXTlhUKVVj8F6zSlIqlQKtLkccR3pCJN5Y3sTBX7LXgeAUq+sO5aRU5LKAMmFT0mhyEZwNJipk54HppwNhr+TmtVOuD6YcZDPWPuWs6nNe9Hm3kkxcE8ccpQKf2T3m6a0JxfWEYplSFxk/cfCAvWzJ72zfZHpni+zI4NNAsEbOgYmU/k3l2dueEYKiGPUjkVpF/SwxIE8nCeiEIh+y6As3RcqZAVMpkjnk5yIRopuAPU1YTcd8885Irk33UNm879i+PMesNclMkZ8GlnPLsk43mZ6iSihLS7DijSZNIVJ+Uw5cZiLJGd65dYk7vR12tpaEoJgtc6plSno/waykEkCIvDp9watqrx+tw4YLBVKirccBu9CYk4x1npLO1EYAOBhICskuhQrS+Hk+Nq6Yddhw1UwpY1QzdNJsFGkd7ZjQNu/cOtwVDSQfTc6N/Hc9TXT72lzzdV8TxjVhmkrFIHl4wSL7mk2IPp16474hVBIZT9+9t8fVgwnDtCK5NKFyhmM9oipy6t7FQq0NLM9PRyS9Gu80q0UmWTunUXNLSD3ZsWHYNlgosetZfaoiH5WipxYUt1+6iogKK8qx8DGzucGuPOhA4zSDUcHC9wheCSVGQWg0LgTqkaJainhtey7ZzFyM/x+Cj5xE/qndEy7lC35bvcBiNcSuYzoyl8E60R6tPM/1jjGxRe+3zl7kd9+9KS7jhUWVUQRwqTYdaekiMHjH4u+OUAv49v4273xxl/3+EnWekJ0KXyVZBHqnXrpKgHqRcloM+MLePUp3cTh6pmZs1+xnmu89c5myTNhPFzzdO+OzW4c03nBSDXj58CqLsx7UGrNV8dSlc7QK9GyNVoFL2YLvnF3hKN2TTrBzQz0IbGUV1Y0lZTUkncQg8MywmO6IDtC2k26kWLdVOsjJ5ZWoNIL8uF6RxcEoWcqFlZ5XuJ7dmPeqyGGSAEq/R6lVN1KGEJl9KdnpSiamNr2LUfjMonzK4MYMf02zl1UcH41p+hnKiXKvUoGfunSfez+74p2TXervDaOgnUyuujEkqcauPNOyx8JlDE1Joht2eytOzkdQatEZ2ZYZo/aaP7Z9jyyujN+ylzFncqIXuwqCxhaQGOF1qKDYydfwhROOD7ewR0KWMlXssCzkmDUDKHdC9NqD3pFCz8JGlLUNHnXM4DUD4WDYtfBKUCmFS3hQjPlnp88L+X8u36VXmmADvesLdoYrpjpQWs/lnTkn4xHNnR6DtxMg4bWncwZXZMI32uODwjlN02iSmWQXklUgHOWsshQ9khKarsTiJZuJFlKyEIK+Tw22DZgb0ePJY7nMroS4PR6V8JW1ZDmXMSBtWp5R2JxbIfcsEikjq+geYEpIp2HzP+i4AixFw6uJhEzReIoK9IXwyUJqMaXBFopkVmOKBtdLGAwKFgHM6z1GbxO5Uq2ZsmgT2VI6/+ysFO0bYvec1rish2oUvdcyTJUxCzK52mVgd6OHJEFI05MsTzaVhUOyDtiFdJ+q2pH3DNVYDMZ/YvcBPiiOyyEvn1+laCy106Qx0yZBQOvoLsdkYEu2D+ZM6y2yQ9GE0iuFnuXcmVyGcY3NGglIvaIpLao0F2rWEe0CRkfCumpCFPxUJDeWjAcFX7p0h39++zlW9RifBmzaUI8SVCPdUwQtDRcazHMLbuzMuNSTkshZ2edbD66zmmcwScWiai56VOqhQOBfPb8D44ZQa1Sh0aXi/lIy/T95+R7fCor6cAflxC4HpMzeNv9kxnFjOOFfvLiLnbdZNvkd5JoUrlqyEO6oBHxQ7mjK3bDpEkyntWSMvSU/lgyJdrF0Eyf3amQ5+8ltBkcijJusAslMcedfXZegeSqCx4PYsacryM8dtpAxU9fRVDoEmrHCHif0H6Q0RU+cB/wF1cQngdlz0Gw3HDx1zrJMmR8NyO/H8rLTmEKLQnZ50WkXBg2NNsILnCoxsXdxcRI16pp+u6CBpq8od4QKkKyjH14pXZEu06i+kNT1IiGdxkalSSN0g6VBv9kjnRGFg4VsnU2dkK3bzvTordc83SPp1TTPe6bbKclUKjatV2O7KAfoH8kYY6KQq9A4wN7PmP3+FU52AvVIxD5b26Hh/XpTVtaVJ1jI38jQdUYyj/NX7KpveorF04b8RLqa66Fi8dmK/YMZf+rgXa5kU9Ft9Cm/fG2bou5vzLXTWfRCNKBsw3wpC1pJAwrVQemAM4GQeYp9UI0mn6jYBR6kmzQAIf/QeOYjD6DePt+j2rJ4ZzCx5h80BCsdTfPDIX9v9a/T65dUlaWc5Ji5IT3TG+6PEH3Blj56HUkGIp1Ll5RdB/oPFMvTS7xxaZ/BiRhA2iKQn1TYWSGr8Tyh/1af26fXeXt4VSYKp9CFxq7Fp07vlwwGBXVh+YcvfRmdOsbD9SbdOMxLzL6niQOr8xq0Z1mnOK9Z1imzVY5ZivO6qEsrZqucS+MFh88oVrMMakUyNTKQLaD3wIKyMfUrA45wEERVV9eBaiSpR11Lt1fvqMQsK/Rshd4aSFdJK5bZSFCkQVTIlUJHIrm2BuoGnWeospLnAcpIYLIWdoaYQpEnzSbNShDOj2qk7fP8ZMR3zBWe2z7lbNBnEYYXJHa/OX9RIfDaq9d4jWv07luqLY++sSIcZuy/LPujQqDc1hyZS/zKnV3y7YKtwVqyU/dVbGn3sTvGo8u4Qp1m3Drb4cr2DH1lwno3QauAC4r52QA1j6nZYUN/e01qHdNpn3XIUI2i6evoMi4ZimxZ83CHllk16Er8vl5++SbJuWb7Vbi6lFV3k+tNPX767Bb3PttHlKQDYVvxwtUjbuU7lG+MMWtF/7bF390SMcMCbCM8MLahdxQYHErHoZ1r1MzgpgZvID9TZOdyPisfsOcr8Swc5LGTKKCKimA0WeQKtV1wVWN4du+M/eGSRSWiqUksnbRZWKUC03VOat3GH2/1rHTkzBeplI6XYpGknJJ9jJNAOhFVa1NpstPI/YvdWaZ0qGkgOV9LV9VAfp/xaM38qVw8uyIp2qXiWZdO5ZiYSrpndcuxKWowOi4MYhmukUVS213W9IUQXW0Fmn7A79eERjF4Q7qY+ocId7AGXTTYlcOuLevjPv949iJqZRi/asTqxUhwuOhBP8oU9E/EfiKdVNSDPv/k1qfZHy5x1xULxqhK4QeOsDT07hm4Z2KmWib+LBKPVfNQBsNL51kyKaWrTWsxys4t5bYlTRu28oK1S0itY7XVkB5Zql6GLfSGKtGatRJE4uD++Zjbxzvod3txAQrbG7kDCcZbeYaWC5dNNeLEGq/jEDj9nQOO0wNGnz+lqiyDBxLomFrG2GTuNhmSO5MR/aTi5vNHLKuU81mfJjOEp5z4UK6seBeWmt6Rjtlg2f5kLkrWdukx6xqfSqPNuhe7/ALywnZ/E8hOVSzRR0KygcHdeO60PJkEWEZrl7UnWTaYWYlerDDRmQGV44aeasuQOSmLin9r9K/cLXn+yjG5EXL1HbZZ9nKankUFxG8tytakELNaMgDmV5es+jmqMKxb/9VGkU4iCT0RCkkz8mQHK3YGa86+dYnFNeGxpQu5HuzaEwojtmBrtenyTs9LXD+JGWI2oqo6CubatSc5XV5wYq2BxqGv5rjG8NzVE/yBkiqH1zKnIQu8dZUwmQyotjPsWvwmxSbGUG4rmqGjf8/Qe6AYvSWcPJewCVJbGonrJ+I7WsoCTJoFFDWSpWoG4vHXDALhoKQ/KHlmuGSQVLx8fpXf89c5m4tjSb1K6C0kSybd95KxTBaOUGlco9BHCQyC5Bwy4dfolRHboDTQDGNHrhMfQ72qUd6jwuhD45lOSLNDhw4dOnTo0OER8ZELaS6/u8N3tsZgA/1YnsjPhZfiU4VuEggJjj69OYzngWpLNCKyiZNWcNhYQagmSMkJMIXGrg2qEWduWwbyU4k2k5WQWe28RM9WhDwFD6NbHpcp8vNYHzZCelFBzEuLvR7lVo/+CpK5RPD1sM+0B8dbgWbshSjdKIpasYxEYBXTnsGIONngngh7ZhPHrLZM9oYUz1YcbM/xWwsarzk+G9E4Rbm2pKdGeFQmkvxiaanpycpK1+rChb2AslLkp9KuGxIr0XP9UE2gFdB0ftN5pxBSscgYOGl7L6IPHBBqaeVUsZyXThXH7+4IcX+nglqRTuJKeubpv5EyOdznW8/nJImL2TYh+CerQP+wwa4dygXGr/XQDWQTT5MploshvSn0jxvxZQtBdE+Cwa4V9XDE4Wd7pGeGwQOxCek9KNBteShmJfLTnFUy5J3tHJU5bCKdgUoFTN7gjSesLXjFatJj1YrMZTH7WAdJ4VYi6KmqRroZXczexY5GXTZsv9wjm8iqTywznBDba5F8GN2CdGY3beHH033qF87Y7q+ZfApWsxw1SchOpCvTR7Kmjx1ZsjIFn0O9LTwGU6ioeyOrWl3L8VRFJa23iRWpCu/ld7VGOkq4aCNe39vmO9MeKvKplAZt3HssoHQs5ZW135SsrPGM+gX9vCS1jrKO2bwg5VulArN5n8L0qIdybqXTBJMakqgv5hMdBTo9pMKBmk779Icl2XMznNPUjUEB2nhWdhD5PGIZkV4abIivSZ2BF8f4MHSsnpWum40FD2ykQGzakFrpHiwbw2oq227Xmmo7QTWWxGp8qrFFoH/LSst/AelCjjEQeTJKjFvXgXTSYNYNZl6Sn2dMXxnz4AVNL6vJD5aURcJoWFAUCUXoiw7QVK7foAPeRpuLDHymUDWi63RXbXSy0GHTGWvXnvnhkPnxkLfyfXqDCtrPbBJMIXzQ4b2YGTuvMEWCfqtHMlUMZlLm0bGTtB2XxfdOOk3lQRXHVL/JHsvj4I0cuyl7eBvonXnsypPMo3Bq9JZzg4zm1oBXpjnJsEIbT5bV1NqT57FNfCQZT+c1i/1cmmOcQlUifupS0enxqRHpioEjHVSEa7Ltxlx0FqsAq5M+Lrckc5HJqXcaJruS4SEgEgz9hrCypCcGsGQzTQ9IoqQLiUXViuFTM4q9lOk6QacylqRpw7VeQWYbctNwsh7w4GyMm6Xo1YUgan4iGoa2EGsqUzpcJpWGcV+y6S42m4BwWqfz3mZHrPUM05qd/hofFPWOQ3lD01f4VDxRdRMwS40z0jzS2i7pysWGA1jfjLI1AczM4K2myRKSSS5Cn+uK1t5Lu4CfJdzNt0TGJKtItCfRF8c470vWfj7IKFYpLs2xaxX5WDC8MWOaijF5dj+J8kGQnSl8blC1EtqIlUaY8kaNWhlCLnwlFRumbOIYZvLmftyOB5Mx5TLFHKYiojqR+U9norOoGhgcNkIPWNYo58CP0f0GFRK5rgAfWo0u0UPUTZzbVx67rKULe1Vc8Cs/BB+9mfAdRT2xFPshcgekhupN67vVpltbIqoHFbukci2CmU1AZWozCLhMOpxcKiU87XRUXJUf1mVQjmO5Ya+HzS2q8QStyKae9Z4IfXkrwmCtpoRuAukM8lNJh7cETbuUmn3/ATIhxLp4m8/TFRs9GeWguKRFvTkGfckS+ncMJ+yitisu780YpBXppQn9pKL2hrOrfWpnMNpHAXUZaLKkoagtzmmC1ygVWM5yyuOEbJbgck3St6jao60WhdX4XwKoEE/gWAaJwVGwOp5MFxeLXlUbzzzfF4+wrVckRb28lqPSKHQaZPDKT0VMcR2GLHYdQyfpY/H3En5WK1o4uO/FuzCTNHt2JpIW613pDrOFqJInCyF02nVg+I5o99R98NaQzBKSOLH51ICWco8pFMqL15bwFUT3xe0ETLjgraQTKV8sr8vvmqyEW2BKj1nFAT6Kk7alEJ8bgpW6uCnld17vS6nV1AaXKGm39m2HSPQXm0mAPw27TK8W3Lx8BuM53BAFbRdaJSuw1mGDYqm3JXjzkB4sUAqq0uJrja5TzFpRbaVSLmkG0jGZGBjmwulp+VvbOS4zpOclQcm5Z1dGiKkPyYhIw4BcM0HD8poCB0UCwQbqYcDnHjVoMIkny2uUEoNXHQU4k7RhPXLYtejryEkGrpcQrBZSrVIo199M0vZexmqQkF1ZMeqX+CCcNoCTG5oiyclONHYJ5Y50TRFANdmFaKgK9PdkcB9kURk8liRdkJJ5WSY0jWhsJXMpAbX+evhA07eR3B7IJsLvcgmUY73xXmyVuoOSsaLatphMkwUpjeTHlrIZMR94wpWS4ITTtj1aEz5d4LxiMhlIUK+lpOBqTSgMtVOYlRadK6tAKfxAummVs/FchN6tluyasLqSYpc68tLaoOfiPNaNxy4b8pNUBFWN2uiC+YHaNEloB7anN53Ereluu3BrPcPSZdt9DOM3Jait+9F/tNQEk8jE7A0+Nwxua7it0XVC04fls46gArWWa0gParJeTZY0jHZWOKcpixS3NqiTNHoURtkLgEaO56WtGVoFEuPQKmykDNTOhNcHl+FWDkgzwGeuHG2ez23NVrLm9nKHt3b3KKYjfKpRPsUbHbc9EExgnJfsDVaM0pLc1NjYhXdvscX9yZh3y4RwJJIdbRnRruSc6p05dBXECzLyfuzak8wMx6cjeoOK3cHqPcK1mW1wQdE4Q1Fb1mXKdNaXy8QGkrmK3W4XDRrJ7GIKl7J17BwOcr2OLi0YZBX9pOZ4MaCe7qBrRbmfoyuPXSWbY6sa6N216FtjqgD39wIu95vmFAA1aMj7Fb14ja2HKcrHDsYS9gYrPv3iMVoF7j69Re2MlP2OBvSPk6h6L1SHZui5cu2cEBSjrCTRjlQ7dGTDn5d9IaGfj0Qb73ZOfyJjcesYoKPnpBe5NFyuMYURAVOA1LM1XjF/NtDME7lwdRBKRWIwSwl604kYPqtSkgu+n0dtNT4UH20GynlWV4WLQNR8AumW8ClCBByLGKJdimhkua2YPwPZmd50JCRzqZEmsxgAxDpvsS8T5eCuaLJUW8I18ImosI7fFvNbU1ryU7EGWO8blteEkO4zKPZkQkkWclJUY+kGafoBu3yo0yEPm8CpHVCCgWAC6VRvxADtGupRoOkpmp4hP9OSOdIinMY85+zdnBMrn7n/qVN28jWfv/SAJmiKJsGjmFcZPVvTtxWLOsMFzapOqJ3BOU1VaYLSuFRjrMY00bajb6mHlmorZlEaWan4VGHWkXysFdV2GvksXOhczS40Q1zP4k08poOA6wmJsB7IiqvJFYunwWVeVIwXemOmKhIG0AwMqqcj4VNR7iqaHjS9KPhWKVmp2Ej4XCqRfNgWYdN6LFmYcgf5jjJBO49eQ7UjHUQ+EdK6rFxFm0W3ommNrO7bhoVqW2Qqxm9qmj6sL4GpxG4kWRhZ+VrhGlRDmUGbXrI5BxZPK/DyeXKcVDzXdNQXkXNHeGwBlwaSmUZN+rw1SdHjmq8+9zZf3LkDQN22wyCT/6+efxFCKq3i0Qsi71WoPqynCfVc7BNUADeMBtAa1pdSvFHkpzWm9CyuZRS7mq23ROCvHgeKfSFbgoq/UySKR66lTNAXWZeQyIotO7PUQyE9N65P0w8bpXPRYQmoKCYpXB8JQJu+dF8WO6L/lvV1tHVxND3J4Lo3hkzVcCOmiAK31ZCU0cDZQbGjSWOWJBiFKT3JXALKYpqwGjXUO2u8VzSNpp5mqErIz5K1DTgNo1M5J+qRoh6aTedaK+RXDxXFXrxeKjEp9zb+nsh4IgO5wa4N/SMTBQDlt06nmqYWi5n1bsLKBJ569phhWpIlDVoF6mjUfXI6wiykk035qG4fB+5yvyc8xyrgck09kAYLt92g5xJQuaHof7XisuW2wq4NttCReB1oelAceEISGLwdeViDELXkRBcpPxbbIZeyEahsJV2Ee6ro35cFR9OD7Fx+4/VlRXZmYvenIpu6ze9TXBb9IlPJ9ZAdG+qh8KPMShHODLXOKdP2XJPf2vcD9UC2q5krmp4shlSt8cc5D+7l4sgQhSWbfgAT+PIX3iRJG5y9OIY+KPpJRaobGm84LiRDsjNaMUtGMcMppOxq225sa+7e3pNF/76oNq4WGaHWot+1lKBDexnD2mPkUiVjUxUXPotoyltI1sUUCn+YUbqcO/0hyokwKQ50qQlJwKdehJ3Ximwq42gY+6ibKNfj6rLGlgZdiUag68F6z8RAN5dFlYb5eZ85fa5cmZAnDatayNrBKKotSz2yVEPp2hbxVRlDFRIQ+VShCpHBUA2oI4szGdNcxmRtYsZUyTx893QLe8mzk634id37VN5yZ7nNPKtoepdQQcZSbwDtOTzewqYN8yST5pna4iqNWlrCoIG1IT03aNVmjKC85DfyRSJwG7tQgWpbOmJRiEvF2lA1lhevP+B03WdVpixXGWnWUGQpLqS4xOB6IuNgl5omTzf6hz80pgkPOSP/UUMpNQde/ci+8OOJfeDkcW/EY0S3/0/2/kN3DJ70/YfuGDzp+w8/PsfgZgjh0gc98VF34b0aQviZj/g7P1ZQSn39ST4G3f4/2fsP3TF40vcfumPwpO8/fDKOQdeF16FDhw4dOnTo8IjoAqgOHTp06NChQ4dHxEcdQP29j/j7Po540o9Bt/8dnvRj8KTvP3TH4Enff/gEHIOPlETeoUOHDh06dOjwSUBXwuvQoUOHDh06dHhEdAFUhw4dOnTo0KHDI+IjC6CUUr+olHpVKfWGUupvfFTf+1FCKfWfK6WOlFIvP/TYrlLqN5VSr8f/O/FxpZT6f8Tj8ZJS6suPb8v/cKCUekop9dtKqe8qpb6jlPpr8fEn6RjkSqnfUUp9Ox6DvxUff1Yp9bW4r/8fpVQaH8/i/Tfi88881h34Q4JSyiilfk8p9evx/pO2/+8opX5fKfUtpdTX42NP0nWwrZT6B0qp7ymlXlFKffUJ2//PxN++/Zsppf76E3YM/k9xDHxZKfXLcWz8RI0DH0kApZQywH8C/Dngc8BfUkp97qP47o8Y/yXwi9/32N8AfiuE8ALwW/E+yLF4If79FeDvfkTb+EeJBvgPQgifA74C/NX4Oz9Jx6AEfj6E8AXgi8AvKqW+Avxfgf84hPAp4Bz4pfj6XwLO4+P/cXzdJwF/DXjloftP2v4D/KkQwhcf0rp5kq6DvwP8DyGEzwJfQM6FJ2b/Qwivxt/+i8BPAyvgv+UJOQZKqevA/xH4mRDCTwAG+It80saBEMIf+R/wVeA3Hrr/N4G/+VF890f9BzwDvPzQ/VeBq/H2VURMFOD/BfylD3rdJ+UP+FXgF57UYwD0gW8CP4co7tr4+OZ6AH4D+Gq8bePr1OPe9j/gft9AJoefB34dcYZ4YvY/7ss7wP73PfZEXAfAFvD29/+OT8r+f8Dx+DeBf/EkHQPgOnAb2I3X9a8Df/aTNg58VCW89mC2uBMfexJwEEK4H28/AA7i7U/0MYkp2C8BX+MJOwaxfPUt4Aj4TeBNYBJCaOJLHt7PzTGIz0+BvY90g//w8X8H/s9c2Anv8WTtP4i97D9SSn1DKfVX4mNPynXwLHAM/BexjPufKqUGPDn7//34i8Avx9tPxDEIIdwF/m/ALeA+cl1/g0/YONCRyD9CBAmvP/G6EUqpIfAPgb8eQpg9/NyTcAxCCC5I6v4G8LPAZx/vFn10UEr928BRCOEbj3tbHjP+eAjhy0hp5q8qpf7Ew09+wq8DC3wZ+LshhC8BSy5KVcAnfv83iByfvwD8f7//uU/yMYjcrn8HCaavAQPeT2/5scdHFUDdBZ566P6N+NiTgEOl1FWA+P8oPv6JPCZKqQQJnv5+COFX4sNP1DFoEUKYAL+NpKq3lVKt9+TD+7k5BvH5LeD0o93SP1T8a8BfUEq9A/zXSBnv7/Dk7D+wWYETQjhCuC8/y5NzHdwB7oQQvhbv/wMkoHpS9v9h/DngmyGEw3j/STkGfwZ4O4RwHEKogV9BxoZP1DjwUQVQvwu8EBn4KZLS/LWP6LsfN34N+Mvx9l9GeEHt4//b2H3xFWD6UGr3xxJKKQX8Z8ArIYS//dBTT9IxuKSU2o63ewgH7BUkkPr34su+/xi0x+bfA/5JXJn+WCKE8DdDCDdCCM8g1/k/CSH8r3lC9h9AKTVQSo3a2wgH5mWekOsghPAAuK2U+kx86E8D3+UJ2f/vw1/ionwHT84xuAV8RSnVj/NCew58ssaBj5BU9ueB1xA+yH/4uMlff0T7+MtIvbdGVmG/hNRxfwt4HfjHwG58rUI6E98Efh/pVnjs+/AH3P8/jqSkXwK+Ff/+/BN2DH4K+L14DF4G/i/x8eeA3wHeQNL5WXw8j/ffiM8/97j34Q/xWPxJ4NeftP2P+/rt+Peddrx7wq6DLwJfj9fB/w/YeZL2P+7XAMmibD302BNzDIC/BXwvjoP/byD7pI0DnZVLhw4dOnTo0KHDI6IjkXfo0KFDhw4dOjwiugCqQ4cOHTp06NDhEdEFUB06dOjQoUOHDo8I+8Nf0uGThH11JVRUFw8oJf8299934z2v44e+7gMee99D6gNeoj7w4374d10gfNhn/ID3fPC2RHGWR/qc9nH1fmGXH/jaD/jOH/aeH/Bc+JDnfqTP5A+wz9/33I+8/z/ia8IfYJ9+8PPhD/Deh5/7AA7pB59S7/vMDzhT3neZtd/x4ZfPxee8/zJ96LkP+f6H3yav+0HP/aDvCj/S69rHLx76vve973u///U/4DM+5Ds+eD8f7Xvf/50PP/cBn6lAPfTMB71Pbn/f+PvQu77xUvkbIYRPnHbSJwldAPWEoaLi5/QvAKC0AqXfe1u3QYhCab25zXtuK1R8H1pdjJDt6x6+395+z+v0+9/3fa8Lm/t84OuCUu977vvfs7mvLl4XHnpPaB+PL9t8ZntbPTR5K/XQbTbHST7jB78uPPzd8bUX28FDj3/A+97zGbz/M96z7e1+ftDr3v+ZH/i6D3vuQz7/w7b3fd/Lj7Adm+8KP/i73vMZD72O739deN93bd7znu+7eN1mMm5fs/nci/eo+Jz6Ae9rH1fq4rXt+y5OlRD/5L5+z/ve/7jm4jP1Q697+H36Pa8Lm9fpeHtzn/c/9/D7L+77971HKxGYNw9918OvM4T33lcBHUXptQoYHn7Obz7DKH/x2fEzzEOfb77vM0x8rSY8dNtjNtvh3/O+h7fDxMcf/u7Ndz302Sbu8+YzHjo2hhDvc/Fc/G2NAhN/aQ0YpdDxvuGh20qh0Q/dl3sA5urr+3T4WKMr4XXo0KFDhw4dOjwiugCqQ4cOHTp06NDhEdEFUB06dOjQoUOHDo+ILoDq0KFDhw4dOnR4RHQBVIcOHTp06NChwyOiC6A6dOjQoUOHDh0eEV0A1aFDhw4dOnTo8IjoAqgOHTp06NChQ4dHRBdAdejQoUOHDh06PCK6AKpDhw4dOnTo0OER0QVQHTp06NChQ4cOj4gugOrQoUOHDh06dHhEdAFUhw4dOnTo0KHDI6ILoDp06NChQ4cOHR4RXQDVoUOHDh06dOjwiOgCqA4dOnTo0KFDh0eECiE87m3o8BFCKfU/APuPezs+RtgHTh73RnzM0R2jD0d3fH44umP0w/H9x+gkhPCLj2tjOvxwdAFUhycaSqmvhxB+5nFvx8cZ3TH6cHTH54ejO0Y/HN0x+vFDV8Lr0KFDhw4dOnR4RHQBVIcOHTp06NChwyOiC6A6POn4e497A34M0B2jD0d3fH44umP0w9Edox8zdByoDh06dOjQoUOHR0SXgerQoUOHDh06dHhEdAFUhycaSqn/pVLqO0opr5TqOmAeglLqF5VSryql3lBK/Y3HvT0fNyil/nOl1JFS6uXHvS0fVyilnlJK/bZS6rvxOvtrj3ubPm5QSuVKqd9RSn07HqO/9bi3qcOPhi6A6vCk42Xgfw78s8e9IR8nKKUM8J8Afw74HPCXlFKfe7xb9bHDfwl0Oj0fjgb4D0IInwO+AvzV7jx6H0rg50MIXwC+CPyiUuorj3eTOvwo6AKoDk80QgivhBBefdzb8THEzwJvhBDeCiFUwH8N/DuPeZs+Vggh/DPg7HFvx8cZIYT7IYRvxttz4BXg+uPdqo8XgmAR7ybxryMn/xigC6A6dOjwQbgO3H7o/h26ia/DHwBKqWeALwFfe8yb8rGDUsoopb4FHAG/GULojtGPAezj3oAOHf6ooZT6x8CVD3jqPwwh/OpHvT0dOjxpUEoNgX8I/PUQwuxxb8/HDSEEB3xRKbUN/LdKqZ8IIXTcuo85ugCqwyceIYQ/87i34ccQd4GnHrp/Iz7WocMjQSmVIMHT3w8h/Mrj3p6PM0IIE6XUbyPcui6A+pijK+F16NDhg/C7wAtKqWeVUinwF4Ffe8zb1OHHDEopBfxnwCshhL/9uLfn4wil1KWYeUIp1QN+AfjeY92oDj8SugCqwxMNpdS/q5S6A3wV+O+UUr/xuLfp44AQQgP8H4DfQIi//00I4TuPd6s+XlBK/TLwL4HPKKXuKKV+6XFv08cQ/xrwvwF+Xin1rfj35x/3Rn3McBX4baXUS8jC5TdDCL/+mLepw4+ATom8Q4cOHTp06NDhEdFloDp06NChQ4cOHR4RXQDVoUOHDh06dOjwiOgCqA4dOnTo0KFDh0dEF0B16NChQ4cOHTo8IroAqkOHDh06dOjQ4RHRBVAdOnTo0KFDhw6PiC6A6tChQ4cOHTp0eER0AVSHDh06dOjQocMj4v8PS3ePO0mlb+oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_outputs = tf.reshape(mel_outputs, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_outputs), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
